{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# This allows multiple outputs from a single jupyter notebook cell:\n",
    "from IPython.core.interactiveshell import InteractiveShell\n",
    "InteractiveShell.ast_node_interactivity = \"all\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import pandas as pd\n",
    "#pd.__version__  # for the record"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(252, 9)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Adj Close</th>\n",
       "      <th>Volume</th>\n",
       "      <th>UpperB</th>\n",
       "      <th>LowerB</th>\n",
       "      <th>PercentB</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2011-07-01</th>\n",
       "      <td>132.089996</td>\n",
       "      <td>134.100006</td>\n",
       "      <td>131.779999</td>\n",
       "      <td>133.919998</td>\n",
       "      <td>117.161659</td>\n",
       "      <td>202385700</td>\n",
       "      <td>132.373927</td>\n",
       "      <td>125.316073</td>\n",
       "      <td>1.219057</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-07-05</th>\n",
       "      <td>133.779999</td>\n",
       "      <td>134.080002</td>\n",
       "      <td>133.389999</td>\n",
       "      <td>133.809998</td>\n",
       "      <td>117.065437</td>\n",
       "      <td>165936000</td>\n",
       "      <td>133.254297</td>\n",
       "      <td>124.912703</td>\n",
       "      <td>1.066618</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-07-06</th>\n",
       "      <td>133.490005</td>\n",
       "      <td>134.139999</td>\n",
       "      <td>133.110001</td>\n",
       "      <td>133.970001</td>\n",
       "      <td>117.205429</td>\n",
       "      <td>143331600</td>\n",
       "      <td>134.040915</td>\n",
       "      <td>124.627085</td>\n",
       "      <td>0.992467</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  Open        High         Low       Close   Adj Close  \\\n",
       "Date                                                                     \n",
       "2011-07-01  132.089996  134.100006  131.779999  133.919998  117.161659   \n",
       "2011-07-05  133.779999  134.080002  133.389999  133.809998  117.065437   \n",
       "2011-07-06  133.490005  134.139999  133.110001  133.970001  117.205429   \n",
       "\n",
       "               Volume      UpperB      LowerB  PercentB  \n",
       "Date                                                     \n",
       "2011-07-01  202385700  132.373927  125.316073  1.219057  \n",
       "2011-07-05  165936000  133.254297  124.912703  1.066618  \n",
       "2011-07-06  143331600  134.040915  124.627085  0.992467  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Adj Close</th>\n",
       "      <th>Volume</th>\n",
       "      <th>UpperB</th>\n",
       "      <th>LowerB</th>\n",
       "      <th>PercentB</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2012-06-27</th>\n",
       "      <td>132.419998</td>\n",
       "      <td>133.429993</td>\n",
       "      <td>131.970001</td>\n",
       "      <td>133.169998</td>\n",
       "      <td>118.980804</td>\n",
       "      <td>108088000</td>\n",
       "      <td>136.447962</td>\n",
       "      <td>128.140042</td>\n",
       "      <td>0.605441</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-28</th>\n",
       "      <td>132.289993</td>\n",
       "      <td>132.990005</td>\n",
       "      <td>131.279999</td>\n",
       "      <td>132.789993</td>\n",
       "      <td>118.641281</td>\n",
       "      <td>169242100</td>\n",
       "      <td>136.500761</td>\n",
       "      <td>128.219241</td>\n",
       "      <td>0.551922</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-29</th>\n",
       "      <td>135.199997</td>\n",
       "      <td>136.270004</td>\n",
       "      <td>134.850006</td>\n",
       "      <td>136.100006</td>\n",
       "      <td>121.598610</td>\n",
       "      <td>212250900</td>\n",
       "      <td>136.721010</td>\n",
       "      <td>128.792993</td>\n",
       "      <td>0.921670</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  Open        High         Low       Close   Adj Close  \\\n",
       "Date                                                                     \n",
       "2012-06-27  132.419998  133.429993  131.970001  133.169998  118.980804   \n",
       "2012-06-28  132.289993  132.990005  131.279999  132.789993  118.641281   \n",
       "2012-06-29  135.199997  136.270004  134.850006  136.100006  121.598610   \n",
       "\n",
       "               Volume      UpperB      LowerB  PercentB  \n",
       "Date                                                     \n",
       "2012-06-27  108088000  136.447962  128.140042  0.605441  \n",
       "2012-06-28  169242100  136.500761  128.219241  0.551922  \n",
       "2012-06-29  212250900  136.721010  128.792993  0.921670  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('../data/SPY_20110701_20120630_Bollinger.csv',index_col=0,parse_dates=True)\n",
    "#df = df.loc['2012-01-01':,:]\n",
    "df.shape\n",
    "df.head(3)\n",
    "df.tail(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "from mplfinance._panels import _build_panels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x575 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import mplfinance as mpf\n",
    "s = mpf.make_mpf_style(base_mpf_style='classic',mavcolors=['lime','b','r'])\n",
    "mpf.plot(df.iloc[15:75,:],type='candle',volume=True,figscale=1,mav=(7,11,15),style=s)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "kk = 0\n",
    "for jj in range(len(df)):\n",
    "    kk += 1\n",
    "    #if kk%8==0 or kk%9==0 or kk%10 ==0:\n",
    "    if kk%18==0:\n",
    "        df.iloc[jj,:] = float('nan')\n",
    "    if kk == 18: kk = 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Adj Close</th>\n",
       "      <th>Volume</th>\n",
       "      <th>UpperB</th>\n",
       "      <th>LowerB</th>\n",
       "      <th>PercentB</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2011-07-01</th>\n",
       "      <td>132.089996</td>\n",
       "      <td>134.100006</td>\n",
       "      <td>131.779999</td>\n",
       "      <td>133.919998</td>\n",
       "      <td>117.161659</td>\n",
       "      <td>202385700.0</td>\n",
       "      <td>132.373927</td>\n",
       "      <td>125.316073</td>\n",
       "      <td>1.219057</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-07-05</th>\n",
       "      <td>133.779999</td>\n",
       "      <td>134.080002</td>\n",
       "      <td>133.389999</td>\n",
       "      <td>133.809998</td>\n",
       "      <td>117.065437</td>\n",
       "      <td>165936000.0</td>\n",
       "      <td>133.254297</td>\n",
       "      <td>124.912703</td>\n",
       "      <td>1.066618</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  Open        High         Low       Close   Adj Close  \\\n",
       "Date                                                                     \n",
       "2011-07-01  132.089996  134.100006  131.779999  133.919998  117.161659   \n",
       "2011-07-05  133.779999  134.080002  133.389999  133.809998  117.065437   \n",
       "\n",
       "                 Volume      UpperB      LowerB  PercentB  \n",
       "Date                                                       \n",
       "2011-07-01  202385700.0  132.373927  125.316073  1.219057  \n",
       "2011-07-05  165936000.0  133.254297  124.912703  1.066618  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Adj Close</th>\n",
       "      <th>Volume</th>\n",
       "      <th>UpperB</th>\n",
       "      <th>LowerB</th>\n",
       "      <th>PercentB</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2012-06-28</th>\n",
       "      <td>132.289993</td>\n",
       "      <td>132.990005</td>\n",
       "      <td>131.279999</td>\n",
       "      <td>132.789993</td>\n",
       "      <td>118.641281</td>\n",
       "      <td>169242100.0</td>\n",
       "      <td>136.500761</td>\n",
       "      <td>128.219241</td>\n",
       "      <td>0.551922</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-29</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  Open        High         Low       Close   Adj Close  \\\n",
       "Date                                                                     \n",
       "2012-06-28  132.289993  132.990005  131.279999  132.789993  118.641281   \n",
       "2012-06-29         NaN         NaN         NaN         NaN         NaN   \n",
       "\n",
       "                 Volume      UpperB      LowerB  PercentB  \n",
       "Date                                                       \n",
       "2012-06-28  169242100.0  136.500761  128.219241  0.551922  \n",
       "2012-06-29          NaN         NaN         NaN       NaN  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head(2)\n",
    "df.tail(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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SwaM0frXrP8XjFnryAqNuvsRo/5Ucnv07PXZWYOIrCYy4XokfViUzd0YkUdEFr4hUqVSUKlXKZLb//NCsXy+KuLnx26LFJssfFo4HucQbBOapcLSx11CmRUXKvFKKm177cKvsSePmLUi5lca1/Re4+OtveIVq+OB0K8peLcIXxvOs4Xf05P7IghKYKw+RN5KHckgWyiJ5mJ9VF487AxfTrWY9Fvr5kZqaip2DFpcSxXH1KoGr1z//LFGcVcNKkpaURFTkdaKuXyPy2hVuRV4nTZ9GGroHhUA+1gIHN/zMgDnTKVGhHNHhEXzOFqbRhyXs5kz0DZrVOU2Tzt5MCayI38BrvNe/DOs3J/FVYDxHjitnzisl0BYtwktvDuDgxiBib/x/2qMWVGc17xHCBQYSSBo5D0hyrehJxVeqU759Ncq+WAlbRzvu34gj/Ndz7P1oOxXKNaZZr94UK1WPPX+sZfufP/Fb0p9MoBuT6Uk3GvI+ywnlujm6LIQQQjxTVl08/lt6Sip3Iq5xJ+KapZti4vSuv0iIieWFV7uy5fMvWcIeBtOKGfSlGw9eYXTglxu033GLNp+8iJ+/F226/s1rrzpx6EgaX319n01bksjI2x3YQu3FQa9jY2vL798uzVzWihqsZAT7uMCgHApHtUZNsyntqd67Lm6ViqFP13E9OJzgj38lfMd57p75/2z/5/ibvUt+4qW33qDNkIG06N+H3UtWMu3HjWxKOcKXDGSX62hOvP0T/pv+5ky4Mm9bCyGEENmx6mce1Wo1NWrU4OzZsxgMyr6N+OjAGV1aGm2ozY+M4g0Cs0wJU9ynFB2X9qV5jTRqXt5D/TJJRN7S8c3iBJatTiTyljJvaed3HkU93JmwfQPBq9fx61ffANCRenzLEII5x0AWZU6n9CiVjZrOq16nas86nFx8kPBfz3H1z0tkJD3+qq5LiWK0GTKIF3p0ISk+nlPrF9PcO4R33yiKnUbN4uGuDNtoufeT5qYgnR/WQPJQDslCWcyRhzzzaMqqi8eC5N8DZwB+ZBQVKYEvH2cpetQaNS+MfQnfj9vhcPUylY79SvcXjWi1KkIOpLF+cxIbg5KJvq3MQjI/dJ84mnod2zLzlVdJuZ/AIFryOa8TxFGGsyT7wlGtouPyftTo+zw/917Oxc2nn+qzGzUrxczPq9O8RgQZejvW/ebMd/7XORIVVSCefxRCCGsmxaMpZb3Lx8y0Wi2BgYFotVpLN+WxHh0489Bk1lEGD96lTZbtDToDB2b+wbJ6c7kap+VM75H0+6kW74yKIyHRwNzP3Ll+wZs/finBO28WpZin5X8U8jMP99IlafxqV3YvWUXK/QQ+pDNzGMBidvMO32dbOKJS8criPtR4rR5b+q16qsLxhQb2bFhVjH2/2FLZ7QLTAzIYtbwHMTUDeGnpAio2qf8Mepc/CtL5YQ0kD+WQLJRF8jA/y1cMFubg4GDpJuTZwQ0/U7H+85SoUA6AS9ziB3Yzmk4Uxznbfe6ejWJl06/4a8I2qr3bCv3QQfQemkipytd5570Y0jPgqy/cuXGxDDt+LsFbA4vg7ma5H4v8yqOd3xCS7sURsmo9c+jPOLoyjY1MZC1Gsrn4rlLR/pte1B7YkK1vrOb8+hNP9nmtHdi11YuQXSWpVtWOd0fGULnODaZNvcYP/jOY23MAN89dIDVR2fNzFqTzwxpIHsohWSiL5GFeVl88FiSPDpx56At+IR0dU+id435GvYFDX/zJquYLcKvkSf99I9EXcWbZqkQ69IimdOXrDPePQaWCRfM8iAwrw9JvPClfrnCMp/KqVIF6ndqxZ9FyvkkbTH+aM5KlfMmvOe7TdmEP6rz9AtsG/8jZNcfz9DnFi6kZ5efM8ZBSbNtUAgcHFT1fv03tRjdZujKR9EcekYwKC2e5/0SunT77X7snhBBCmJUUjwWIXqfjaNB2GnbpgMbODoA4kpjMOnrRmDbUznX/qKPXWen7FRqthv77R+FZ0wuAmFgDi5cl0q5rNGWqXufDj2Jp3UrL2aOlWRjgTqmSNvnet/z0ynvvkHThJmM2VqQNtRnIItYQkuP2red1o55fM34dso7QFUdyPbZWq6JXD0e2rCvOtfNlmPmpG5cuZ9C6YxRNW98iaGsyRrM9VSyEEELkP6seMKNWq/Hy8iIqKqrAjJjLbuAMwDrepwolacYnJJL71C9OXs702fEOzs+5saHzYm6EXMmyjYODimFvF2WcvwuODiq+WZzA7Hnx3I3Jv+9TfuRRtk4txgUson63w7gn2NKPrzjC5Ry3f/Hzzrzw4UvsGLqeE9/uz3YblQp8G9vT/7Ui9OrmhIuLmv0HU1n5YyLrNycTF1cwfpYepyCeH4WZ5KEckoWymCMPGTBjyqqvPBoMBmJjYwvUyZ/dwBmA0azEFScm0+Oxx0iKus/qFgu5fTKSPr8PpVLnmlm2SUkxErDgPpV8bvD5vHjeGliUSye9+XSiK87O+TOLf37kMaD3MNr2vYg2wUBHZuVaOLaY0YEXPnyJ39/blG3hWL6chk8muHLhRGn27ChJ61Zavvr6PtWev0GLdlF8vzSx0BSOUDDPj8JM8lAOyUJZJA/zs+riUavVsmjRogI3QuvAvwbOAFwnhuls4i1eojGVH3uMtPup/NT+W8K3n6PH5jfxefOFbLdLSDAybXY8lXxu8O2SBEaPdCbslDcfvu+Mo+OzLSLzmscLPTrT+u2BvNCzC7VeakG5uj54li2Dg3NRk+261urI0DmO3Eu6xyt8xkVu5XjMZp+2p+nEl9nl/zPHFgabrHN0VDFrqhvnjpVm5DBn/vwrlVbtb1Glzk2mfBZHWHjOb6MpyArq+VFYSR7KIVkoi+RhfoVjRISVCf3XG2ceWsJuutOILxlIS6Y89t3M+jQdP/dezssLe9Lhh744eRXlwMw/st029p6B8R/f48tF95kwxoUpH7kxys+FSVPvsWxV4jPtX25KVa1M7ykTSbmfgH0RJ9Rq079/9Bk6kuLicD4Yw2vT9ER563j50qfEkfOoZt/JbWn2STt2j/uFI/P+Mln3yssOfDXXHa/iNnw6M475gfdJTZWHGIUQQlgvKR4LoIcDZ17o2YXt879G988wXgNG3mc5e/iYMXRmOpseeyyjwchOvw0k3bpPyxkdKeLlzB/vb8ZoyL5AuhWlZ+SYWAIW3GfqJFcWB3oyoG8Rhr1/l4th+X8FrtWgfsTevMVnHXthNBpxdHGmiJsrTu5uD/7p5koNQ2k+3lqb6146+hGYY+Ho4OFEhx/6ULlrbf76aBuHPv8zc51XCRvmzXanV3cnfv8zhfbdorlcSK8wCiGEEE/Cqm9bF2QHNwbh6OKMT9sXTZZf4hZz2MoI2lGbMnk+Xsi0nex4dx3P+/nSZc0AbOxyH2EdcVXHG0Pu0q5rFKVL2/D3/tJMGuvCP4PA84VbSS/qtm/DXyvWYtDrMRoMJN2LIzo8gvCjf3Pq993cWXeAMRsqcDH1Gm0ixnD5UvZT4ZR9sRJvnhxDad/ybOiyOPOKq0oF775VlDNHStOymZb+b93hle5SOAohhBAPWfVoa3jwrERqau6jk5Vq6PcLUNvasGiQn8lyDTb8wSQMGGnLDHTk/RWEVbrXpsuaAdzcH8Gm7ktIu//4741Wq+KjD10YM8qFsPAMho2KYd+BtCfuz4Nj5ZxHl7GjaNilA9Ne7kZ6SkqW9WXxZCvjuEcSXfmCe9lccVTb2tB86is0HvsiV/8MY+sbq0m8dR+A2jVt+Xq+B40baVm8PIEJn9zj3j3rfgC7IJ8fhZHkoRyShbLkdx4y2tqUVV95VKvVuLu7Z3lurqB4OHCmePmyJst16HmfZdTEGz/aPtExL24+zU9tv6HE86V5fe8IipTM/s01j0pNNTJ5WhwNmkcSF2dgz46SfPOVB66uT/Z9zS0PB+eiNO7ZhZAfN2ZbOJbEjY2MJpk0XiUg28LRtaInA0JG0mh0K/aM38aPbb8h8dZ9HBxUzPzUjcN/lcLZWU2r9rcYOjLG6gvHgn5+FDaSh3JIFsoieZifVX+n7ezsmD59Onb5ea81Hz0cONO4V7cs605wlUXsZCxdqESJJzru9eBwVjVbgNbdkQEHRuFRrXie9jtzLoMW7aLw+yCGXt2cOHOkNL17OuX5c3PLo2nvHqhtbNi3dn2WdZ4UZRP+qFHRnbnc5n6WbWq90ZDBf4/G3tWBlU2/5NAXf1LECd4b+uAW9chhzkybFUf9ZpFPfdW0sCno50dhI3koh2ShLJKH+Vl18VjQZffGmUd9zhYiiWUeA1HxZNPq3D0bxcomX5J2P5X+ISMp3bR8nvYzGuG7JQnUbHiTvSGprFlSjK0bilP2uacfm6Wxs6PZ6704uuVXEmPumaxzxYkN+FMUB3oSQCSm6+2dtXRZM4BOy/txYcNJltWbC9cjmfGJK1fOePP5dHf2hqRSt8lNZs6JJyP3AepCCCGE1ZPisYB7OHCmzTuDUNuYDnJJIZ0PWEETqjCIlk987ISb8axuvoA7p27R94+hVO5aK8/7RkXreW3QHbr2jqZ6VTtOHijFiHeL8jR3Fep3akcRdzf2LF9jsrwI9vzEKEriSg/mcoXbJutLNy3P4BNjqNChOkF9VxDx+UYCZxUhPNSbYW87s3RlIpXr3GDQu3cL7VyNQgghxLNm9cVjSjbPzxUkd6/d4M8fVtB6yED81y+nYsN6JutDuMAy9vAJr1Ia98ceT6VWU61ZY4p4uAGQFv9gMvGwX87SfeNgnh/a9Inat+23FOo0ucmy1YnM/9yDPb96Ua2KbY7b/zsPlUpFq0GvE/rnXu5evZ653AE71jCSSnjRi3n/nwBcpaJihxr0/X0YA0JGkhgZz6W3A5jd8yanDpXm5ZccmDztHuVqXmfspHvcuJn3wUTWqKCfH4WN5KEckoWySB7mZfWjrQsL7xpV6T5hNOXq1ubEb7vYOnch925FAVAUB0KYwhlu8hpfZru/nYMDjbp3pMWAvnh4lybmxk2+HTKKmBs3H2ygUtFmXjcajGrB/hm/s3fS9iduo29je75b6Em55zRM/zyOL+bHo3vMBb+aLzbnza8+56v+Q7h6MvRBW9GwguE0pjK9mMcRLqNxsKXWGw1p+H4LPKoWJ+PEOWyDQ+hRN456de04FZpOwIJ4ftqYJLemhRBCPBEZbW3KqotHtVpNjRo1OHv2bKF5J2a9Tu3o9MFwHIoW5c8lK9m9dDW6tDTaUYfVvMcRLnObeOJIJp5kUhyNeDasRumWz2Mo5kDoub85fHAPDScNxs61CN++M4qosPDM4zca8yIvfdGFU0sPseOddRh0uX/f3Ep50XPSh/y9/XeObd2Bvb2Kj8e7MHqkC6FnMxgy4i5/n3wwyXl2eYxY8S1Gg4HAQcOAB6Oq59KfFtTgNb7k71K3aOHfmE6Dy1PB4R5ukZcoZxeLh8uDz/9jdwpzv4rn9z9lSo0nVRjPj4JM8lAOyUJZzJGHFI+mrLp4fPg+TD8/v0I1X5e9oyNt3hlIizde4/7tu2z54ktO7/qLwbTiBSrhghPF7N3wKlocF4MDdvf12PzrCmAy6UTXtufOC0X5btdidlzZnfm6wxr96tFx6WtE7LpE8Me/khKTTGpsEmnxpt/Dqr6NeX3Wp2js7LC1t2PpqPGc/WsfAM/XseO7hR7UrmH34G01s+IAe5M8ytWpzXurvmPJex9yc8/fjKI973g0Ib38bX7t/AeVe9pQ67kMihnjALgXb+TwkVQOH0178HUsjZhY+cX+tArr+VFQSR7KIVkoiznykOLRlLyesBBKS05m2/yvObR5K13HjmLQ/FlcPHiEn2fNI9gjgVaD+lG9eVP+ir5N8Kp1HNwQhE1iBi444ooTHhShDmVperY6zS/XZHFyb9JVPTluDOcAFzmw5iK/RC/jlU39GXTEP/NzDTo9qfdSSIlJwt62CG7FShMbeYZzuw5Rvmp9+gVO4IeBE7hy7BR/n0ynyYu3GDPKhcnjXOnayZH3Rt9HY5NOjWoaSnk50Me/NuWMC2j9ThyVZ1dDU+4UNtpjALyJmps6V/46qOfXNXHsD07k0mUZ9CKEEELkNykeC7G7V6/zw/AxVG/elK7j3mfszw9GK2VuRIwAACAASURBVN88f5HVEz7l5I5d6B956DCJtMypboI5z0L9b9gbHBj70Swappclbdl1+t1pxgd0RL/LwN/P3SCsXCRxHukkuOtI9jCQUdyGki1roq3gRlTYdeKS7/Jcm4o4V7QhUXORPoff5M7pW1wPCSPq6HV+2HmdoO23+O5Ld3Zu8QBm0a+bJwA6/WESk4oS29qTv4s6c09dg1vxGs79fZ8/ll4idMMJjHq5siiEEEKYk1UXj0ajkcjISIxGs925t4hzwfu5ePAI9Tu2Iy46mosHjuR537TUFGbOHs3rs6dQa2c7Zk2aQdy2v2lMZV6Ir0zpk27UxA0PiuChcsbeqIFpADqgJFCSFNIJd7jD2fr3Ub1ZGZc65XB4yZ7nhzZFpVaTkZzOdydusDfkLJVqlueOkxPxbp4kGp2wvZbGmZAznN9/jhsh+4iPiM2n75L4N2s5PwoKyUM5JAtlkTzMz6qfeRR5p1Kr6fXJeF7o0ZlNM+cSsnaDyfp6ndrRa/I44i5cY9vY2dhEJeNOEdxxwhNnylOcqpSkmtqbYoaiACQ76Tj1fAwXGiRyp4GRjLoOFI/UUi2kCHbxjqyPPsqStYGW6K4QQgiRSZ55NGXVVx5tbGzw9fUlJCQEvV7m+8uN0WBg3SczSUlIoMfE0WiLOLHr++XYaDR0GTuKZq+9ypGgbWyY9gW6tFxe72eAys9VY+y4z7E5FEn0qrNU3leCtpSkJG5cLHqHDW0j8PiwHWvbjjRfB0UWcn4oi+ShHJKFskge5mfVxaOtrS2DBg3i8OHD8gOXR7/MWUDK/QQ6jByKczFPvKtXxbtmNTZM/ZwD6zfn6RiXrp1nxncfMXTxAs7ViWHih5MxGgy42Tsz56v5uFepz6GNW0i5n5DPvRG5kfNDWSQP5ZAslEXyMD+rf8OMeHJ/fLeMzZ/Npdlrr+LqVZzAgUPzXDg+FHHyNCs/nETt1i3pNv4DAFJU6aQVd8PO0YG9K3/Kj6YLIYQQ4j+y6iuP4untW7OBq6fOEnP9Bsnx95/qGGf27GPD1Nn0njKR+7fvcmDtBtJKeHBq55/ERUU/4xYLIYQQ4lmw6uLRYDAQGhoqbwh4StdDz/7nYxza9AtFi3nSYdRQytSshsHelr0rfnwGrRP/lZwfyiJ5KIdkoSySh/nJaGuhCD0nfUjTPj04v+8g3w/7wNLNEUIIITLJaGtTVv3Mo0ajoWvXrmg0Vn0BVhE2zZzLjgXfkXDstOShEHJ+KIvkoRyShbJIHuYnxaP8wCmC0WAgeMVa2jZtJnkohJwfyiJ5KIdkoSySh/lZdfEohBBCCJEffH19Wb9+PWFhYSQlJdGpUyeT9RMnTuT48ePcvn2bGzdusHXrVho0aGCyjaurK4sXLyYyMpLIyEgWL16Mi4uLObuRLSkehSgE7J0cGfbDQio1qm/ppgghhODB2I7Tp0/j7++f7fqwsDBGjx5No0aNePnll7l69SpbtmzB09Mzc5ulS5fi4+NDt27d6NatGz4+PixevNhcXciRVV/j1ev1BAcHy6SiCiF5PD2jwYg+I4MhXwewatwnnP5jz38+puShLJKHckgWyqLUPHbu3MnOnTtzXL9u3TqT/x4/fjyDBg2iVq1a7Nmzh6pVq9K2bVtatmzJ0aNHARg+fDh79uyhcuXKXLp0KV/bnxuLjbb28PDIHK2k1+vJyMjA1tYWGxubzO11Oh06nQ47OzvU6v9fJM3IyECv12Nvb49Kpcpcnp6ejsFgQKvVmnxuTstTU1NRq9XY2dk9drnRaCQtLQ0bGxtsbW0zlxsMBtLT09FoNCbPW0ifpE/m7pONRkPPT8dTu00rNk7/gmNB2wt8nx4qTDlJn6RP0qeC1yeNRkNCwoO3nlWoUMFktHVaWhrp6enkJikpiT59+rB169Zs19va2uLn58fYsWPx8fEhJiaGN954g88++4zSpUubbHvz5k3Gjx/PypUrc/3M/GSxK4/z589Hp9MBEBwczNKlS+nfvz/NmzfP3CYoKIigoCBGjBhBrVq1MpcvW7aMvXv3MnnyZEqVKpW5PCAggNDQUObOnYuDg0Pm8kmTJhEbG8uiRYtM2jBq1CgGDRrE888/n7ksJSWF4cOHU6NGDZNLzZGRkUyaNAlfX18GDRqUuTw0NJSAgAA6duxI165dM5dbqk9+fn64u7szffr0AtenKVOm0LZtW5o0aVJo+mTunIzA5VPn6PXJeFq0bk1V+yI8/LX4pH368ssvqVevHg0bNjT5RVoYf/YKQp9WrlxJuXLlqFSpEiVLliwUfSrIOUVGRjJlypRC1aeCnFNsbCwTJkzItz7NmDEj89/Dw8NN+jVjxgxmzpzJ02jfvj3Lly/H0dGRqKgoOnfuTExMDADFixfPvOD2qDt37lCiRImn+rxnxaqvPAIsWrQIf39/UlNTM5cVhL+CCuNfdiqVisDAwDzlUVD6ZKmcWr01gPbDhxCydgO/zluE0WjM7FN9TUXO2kRiVBlz7ZNarWbhwoVZ8iiMP3sFoU82NjYsWLCADz74gLS0tELRp4Kak1arJSAgAD8/PwwGQ6HoExTcnB7NQ6/XF6grj46Ojnh5eeHh4cHgwYNp2bIlrVq14s6dO4wZM4bXX3/d5AIXwMmTJ1mxYgVz587N9TPzk8WuPKamppr8DwkehJmRkZFl25xCefQX6L+PnZflD384smuLwWDI9jh6vT7b5yoe/oD+m7n7BDm3Xel9epo8lN6n3JbnZ59+/2YJibH36PHRGLRFi/Dj5OkYdHq8cGWLbgx7decZwQ/EkJhjn3LLwxJ9gsKXE+S9Tw/zSEtLy3MeOS1XSp8eKkw5PSR9Klx9cnR0zPz3hISEZzZJeHJyMuHh4YSHh3PkyBFOnjzJwIEDmTNnDrdv36Z48eJZ9vH09OT27dvP5POfloy2FqKQOrBuM6vGfkyddq1586vPsXPQEkUcbxDI85RjD5/QlCqWbqYQQoh/qFSqzCuwhw4dwtXVlfr1/z+LRoMGDXB1deXgwYOWaiJg5cWjTqcjKCgo279ehPlJHs/eyd92sdhvNBXq1+Xd777CwdmZXYTSiimEc5vNjGEMnVCjyrKv5KEskodySBbKotQ8nJyc8PHxwcfHB4By5crh4+ODt7c3jo6OfPrppzRs2JAyZcpQt25dAgMDKV26NJs3bwbgwoUL7Ny5k8DAQBo2bEjDhg0JDAxk+/btFh1pDfJuayGsQpma1Xl70VwSY+/x3dD3iY++gxoVY+jMGDoRwgWGspho4i3dVCGEUJynebd18+bN2bFjR5blq1atYuTIkSxdupSGDRvi4eFBbGwsx44dY/bs2Rw/fjxzWzc3N+bMmUOHDh0A2L59O/7+/sTHW/Z3tVUXj3Z2dowYMYKFCxc+9mFXkf8kj/xVvHxZhnwzD4BVYz/m6slQAJpRlW8Ygg1q/PiB3ZwBJA+lkTyUQ7JQFnPk8TTFY2Fm1bet1Wo1tWrVMhmBJSxH8shft69cZeEb75IYe4+Rq76n/+dTcSvpxT4u0IopnOIa6/mASfRAg43koTCSh3JIFsoieZiffKeFsCLx0Xf4qt/b/DhpGhXq12XcLz/yysihJDjq6cuXTGEDI2jHFj6klNHN0s0VQgihQFI8CmFljEYjR4K2M6tTH3YvXU3LAX0Zv20djXp0YqF6J52YTUnc2Jk2HudrZnuqRQghRAFh1cVjRkYGy5Yty3ZOKGF+kod5paek8Fvg98zq1JtLB4/Qe8pE/NctI/4Fd15kKre5j/OXNyQPhZDzQzkkC2WRPMzPqgfMCCH+77naNejy4SjKP+/Dmd3BpE/dxfy7vWjPTI4S/vgDCCFEISUDZkxZ9ZVHe3t7pk+fjr29vaWbIpA8LO3a6bMsfONdVo6ZRMkqlfD57SNiSxmYoOpu6aYJ5PxQEslCWSQP87Pq4lGlUlGqVCmT91oKy5E8lOHEb7uY3aUvcbdvc2aIBy2N1WlMZUs3y+rJ+aEckoWySB7mZ9XFoxAie7r0dM4HH+BKJ0/OqG4wji6WbpIQQgiFkOJRCJGtC/sOYNTasaTMcZpTHV+qZtlGo7Wlw5K+uFbwsEALhRBCWIJVF4/p6ekEBATIGwIUQvJQlosHj5KRksrNdu6c4mq2Vx/titpTuml5Xtvlh3MZVwu00nrI+aEckoWySB7mZ9XFo8FgIDQ0FIPBYOmmCCQPpclIT+fcvgNUb9GUWQTRlKo0p5rJNsl3Evmx9SKMBiN9d/nh5OVsodYWfnJ+KIdkoSySh/lZdfGo1WoJDAxEq9VauikCyUNptFot9Z4rz3M+NQlxvcZxrjCOrlm2S7gZz9rWi9A42NL3j2E4eDpZoLWFn5wfyiFZKIvkYX5WXTwCODg4WLoJ4hGSh7I4JaejVqup1rwJswmiMZVpRY0s28VHxPJj60U4ejrRd+dQ7F0lx/wg54dySBbKInmYl9UXj0KInKl1em6cOUeNFk3ZRShHuZzt1UeA2It3+LHN1zg/50bvX9/BrojMuSaEEIWRFI9CiFyd33eQqr6NUWtsmEUQDalIa2plu+2d0Fv82PYbPKqX4NWtb6NxsDVza4UQQuQ3q349oVqtxsvLi6ioKHnQVgEkD2V5mIeNmwvv/7iERW8O5/KR42xjPHbY8DIzcty3dJNy9Nk5lJv7I9jQZTH6NJ0ZW144yfmhHJKFspgjD3k9oSmrvvJoMBiIjY2Vk18hJA9leZjHjbPnib99hxotfAGYxc88T3na4pPjvjcPRLCxy2K8m5en27qBqDVW/avmmZDzQzkkC2WRPMzPqn+ja7VaFi1aJCO0FELyUJaHedjb23Nu735qtHxQPAZznv1cYHwOzz4+dHV3GJt7LKVC+2p0XtUflVpeHfZfyPmhHJKFskge5mfVxaMQIm/OBe+nePmyeJTxBmA2W/ChLK9QN9f9wnecJ6jPCqr29KHDD31B3j0rhBAFnhSPQojHunjgCLr0dGq0aApACBcI5hxj6YKK3AvCiz+f5pcBq6k9qBG1BzY0R3OFEELkIykehRCPlZ6SQtjh45m3ruHB1cfaPEdHnn/s/ud+/JuwX87QYFSL/GymEEIIM7Dq0dbw4FmJ1NRUSzdD/EPyUJZH82jW71U6jxnJx83ak/bPubsBf4rjTEumYCT3XyXl2lSh7+/DWN1iAdeDw/O97YWRnB/KIVkoS37nIaOtTVn1lUe1Wo27uztqtVV/GxRD8lCWf+dxdu9+NLa2VGny/1vPswmiBt4MoPljjxfxx0Xunoum/nuP31ZkJeeHckgWyiJ5mJ9Vf6ft7OyYPn06dnZ2lm6KQPJQmn/nEXsjkqiwcGq0bJa5zREus5K9TKcP1Sj12GMeWxBMle61cS7jmm/tLqzk/FAOyUJZJA/zs+riUQjxZM7t3U+15k1QPTJqeiI/EsEdfmAojuT+yzt0xRHSk9J5fphvrtsJIYRQLikehRB5dnZvCM6eHnjXqJa5LIV03uJbvPFgFq/nun9GUjqnfjhE3XeaoNHKqwuFEKIgsvriMSUlxdJNEI+QPJTl33lEnDhN8v37JqOuAS5xi7Gsph++9KZJrsc8HrgPrZsDNV7LOkq7eDE1Py4vRoXymv/e+EJIzg/lkCyURfIwL6sfbS2EeDL9Z0/Bs2wZ5vd9M8u6BQymM/Vpw3TCiMrxGK9ueZuiZVxZ+vwck+UODirOHi3N0b/T6NX/zjNvuxBCPA0ZbW3Kqq88qtVqatWqJSO0FELyUJac8ji7N4QyNavjXMwzyz7jWUMk9/iBoWjJ+bb00a/2UqJuaco0r2CyPCXFyPiP79G9sxOtmsurxh4l54dySBbKInmYn1V/p+3s7PD395cRWgoheShLTnmc33cQg15P9eZZb08nkcZbfEMFijODvjkeO3PanpFZJw3/aWMS+w+mMvczd2xs/ns/Cgs5P5RDslAWycP8rLp4FEI8ueT4+1w9GUr1FtmPmD7HTSawloG0pDs5v47w2IJgqnSrle20Pf4TYqlT2463BhZ9Zu0WQgjxbEjxKIR4Ymf3hlClSUM0Ofylv4pgNnCQeQykAsUBUGtMLyPmNm3P0ePpLF+dyJSPXHFxkV9TQgihJFb9W9loNBIZGYnRaLYxQyIXkoey5JbH2b9CsHd0pGKDnN9rPYaVRBPHDwyl/eBBfHZ4N5Ua1c9c/7hpez6acg+tvYrJY12eTYcKODk/lEOyUBbJw/xktLUQ4ql89NsmzuwO5udZ83Lcxrd4PTbeG8alHm7sH1ec379Zwh/fLctc71rBg3cvTeTXIes4teRQlv3H+bvw6URX6jS+ycUwXX50QwghHktGW5uy6iuPNjY2tGjRAht5Kl8RJA9leVwe5/buzzLf46MadutIhy2fs+cdR6r/FIfTD2coUbG8yTZx4TFc3nYux/ddzw+8z/WbOubMdH/6jhQScn4oh2ShLJKH+Vl18Whra8ugQYOwtZU3XSiB5KEsj8vj7F/78PAuTYkK5UyWO7m6MHDeZ/SdNolTO3czcOkQfuYIXRerqVy0bJbj5DRtD0BampFxk+/RoZ0j7Vo7PJN+FVRyfiiHZKEskof5WXXxKIR4emFH/iY9JdVk1HW1Zo0Zs2kVFevXZdn74/np4xmkJSfzASvQGQ00O1wE1b/mYov44yJ3z0ZlO20PwOYtyezZm8Kcz9zQyItnhBDC4qR4FEI8FV1aGpcOHqFGS19stfb0+GgMQ76ex80Ll/iiR39O7/orc9sEUtjpdpHK2xPxLFU6y7GOLdxHle61s522Bx5M3VOlki1D35Kpe4QQwtKsung0GAyEhoZiMBgs3RSB5KE0ecnj7N4QytWtjf+65TTq1omN079g8TB/Eu7GZNl2ZdpunG7r6ODeOMu60BVHSE9My3baHoBToRn8sCKRTya64uFunb+25PxQDslCWSQP85PR1kKIp+ZcvBiTdmwi8uIl1kyYwu0rV3Pd/lLZZYRqIul+eWKWdS/N7UrtgQ0J9J6CLjUjy/pinmrOH/dm9bpERo6JfWZ9EEKIx5HR1qas80/4f2g0Grp27YpGHqRSBMlDWfKSx/3bd5jdpS8L+r/z2MIR4NgL6bxwzZMiZH1v9fHAfWjdHKjRr162+965a2Da7DjefbMoNatb34Pxcn4oh2ShLJKH+UnxKD9wiiF5KEte84i5cRO9Lm9zMP5Z+hq2OjVdaZBl3eOm7QEI/O4+YeE6AmZZ39Q9cn4oh2ShLErNw9fXl/Xr1xMWFkZSUhKdOnXKXKfRaJg2bRqHDx/m9u3bhIWF8f333+Pl5WVyjLNnz5KUlGTyNXXqVHN3JQurLh6FEOZ1PiaMm40c6EvTbNdnTtvTomK26zMyYOxHsbRu5UDnDtY9dY8QQtmcnJw4ffo0/v7+WdY5OjpSt25dZs2aha+vL6+99hqVKlVi/fr1WbadOnUqFSpUyPyaPXu2OZqfK2WV6UKIQi067Arh3d1pcagKZfHkKndN1kf8cZE7Z6Jo5N+S63svZ3uMbb+lsHNXCl/McOe3P26Snm6OlgshxJPZuXMnO3fuzHbd/fv36dy5s8my0aNHExwcjLe3Nzdu3MhcnpiYSHR0dL629UlZrHjUarWZI6P0ej0ZGRnY2tqazBCv0+nQ6XTY2dmhfmRuuIyMDPR6Pfb29qhUqszl6enpGAwGtFrT56lyWq7X6wkODs4ysWhqaipqtRo7O7vMZUajkbS0NGxsbEy2NxgMpKeno9FoTC6ZW6pP2bW9oPTJaDTmOY+C0qeCnFNOefyXPsXdjOTaS84k2Vyhj74pc222ZenTkYA9vPJ9b7xqeRMXdjfbPk38NJHDf3nSr7czy1bdt4qcAIKDg9FoNCbtLMh9Kqg52drasm/fPvR6faHpExTcnGxtbQkJCUGv1+dbnx7dt2jRoiafkZaWRvoz+CvWxcUFg8FAfHy8yXJ/f3/GjRvHzZs32bRpE/PnzycjI+ugQnOyWPE4f/58dP88JxUcHMzSpUvp378/zZv//3mnoKAggoKCGDFiBLVq1cpcvmzZMvbu3cvkyZMpVapU5vKAgABCQ0OZO3cuDg7/v6U1adIkYmNjWbRokUkb/Pz8+O233/jyyy8zl6WkpDB8+HBq1Khhcqk5MjKSSZMm4evry6BBgzKXh4aGEhAQQMeOHenatWvmckv2yd3dnenTpxfIPq1du7bQ9akg57R06VICAwOfWZ+MQJydkRsttPTZ3YRDTeMYONi0T18GfkXbuT0YtW4CJQ465Nin2zHL8HvHmWWrTltNTkuXLmX69OmFqk8FOaeMjAz8/f0LVZ8Kck4ZGRkMHjw4X/o0Y8aMzH8PDw836deMGTOYOXMm/4W9vT1Tp05l3bp1JCQkZC5ftGgRJ06cIC4ujvr16zNlyhTKlSvH8OHDn/gz3NzcaNasGR4eHixbtuw/tddiU/V4eHhkDnW35JXH/v37s2HDBpMqXv6ys9yVx379+uUpj4LSp4KcU055/Nc+DV26iCJ/3uL970vQTT2Ho3YRWfrU/JP2NBr7Ij9Unk1qbHK2fRoyyIHPpzvjXeU6CYmaQp8TwGuvvcb69esz//Au6H0qqDnZ2trSq1cvVq5ciUqlKhR9goKbk62tLb1792bFihUA+dInjUaTWdRVqFDBZKqevFx5TEpKok+fPmzdujXLOo1Gw6pVqyhTpgzt27c3KR7/rWvXrqxZs4YyZcoQG5v3KcsGDx7MrFmzcHBwwGg04uLiwqlTpyhbtixvvPEGQUFBeT4WAI6OjkZzfXl6ehof+qdoteiXVqs1LlmyxKjVai3eFvmSPJT2lV959Jn2kXHkqsXGI8w0fsmgbLdx8HQyjk6ebWwyoU2OxynmqTamxZY1vj2oiMW/VwU5D/mSLAr6lznycHR0zKxfPD09n7j+MRqNxt69e2dZ7uzsbAwKCjKeOnXK6O3t/djjVKxY0Wg0Go0tWrTI82e/8sorRp1OZ9Tr9Ua9Xm/U6XRGR0dH46RJk4x6vd64YsWKJ+6PjLYWQphV9OUISlQqxzoO0JUGOGKXZZuUu0mErjhK/feaY2Nnk81RHsz7uHtvKr17OOV3k4UQ4pnTaDSsXLmSSpUq0alTpzxdSaxTpw4AUVFRef6c999/H5VKxcWLF02W//LLLwDUr1//CVr9gBSPQgizir58Ba2TE796XqIIWjqS/aTgR+f/RZGSzlTvm/16gHWbkmjZTEuJ4tkXmEIIYSlOTk74+Pjg4+MDQLly5fDx8cHb2xsbGxtWr15NvXr1ePPNN7GxsaFEiRKUKFEi8zZ9o0aNGDFiBD4+PpQtW5YePXqwYMECtm7dajIa+3Hq16+P0Wikd+/eJssjIiIAsswtmRdWXTzqdDqCgoJMnh8SliN5KEt+5REdfgWAjKquhHCBPjnM+Rhz/jZh287SyL9ljsfa/EsyBgP07Or4TNuoRHJ+KIdkoSxKzaNevXocOHCAAwcOADB79mwOHDjA5MmTKV26NJ06dcLb25uDBw8SHh6e+dW4cWPgwfOXPXv25Ndff+XYsWNMmjSJpUuXmgwgyosiRYoA/y8W/73c0fHJf3/Ku62FEGalUqmYeehPfl34LaVXXOdLBlKXcURyL8u2ZV+sxGt/Dmdtm6+5uutiNkeDLeuK4+KspmX7vN/GEUKIJ1GQ32194cIFSpYsSYsWLQgODsZoNOLs7MzIkSOZMWMG165do2bNmk90TKu+8mhnZ4e/v3+WkV/CMiQPZcmvPIxGI9FXIvCqUJ5fOEoKGfSmSbbbXt0dRvSJm7leffxpYxK+TbR4ly7ct67l/FAOyUJZJI/chYSEALBy5crMZZs2bWLatGmZ8/k+KasuHtVqNbVq1coyHYawDMlDWfIzj+jLVyhRsTyJpLGN4zm+rhDg8Nw9VOxQA4/qJbJdv2V7MqmpRnp1L9wDZ+T8UA7JQlkkj9wFBASg0+koW7YsRuODm81t2rRBrVaTnp7O/Pnzn/iY8p0WQphd9OUrlKhQDoAf2U8lvKhPhWy3PffT3yRExtPwg+yvPiYkGPn192QZdS2EENkIDQ2lf//+xMTEoFKpMr/u3r1L//79OX/+/BMfU4pHIYTZRV++goNzUZyLebKP89wkNserj4YMPccWBFNrQAMcixfJdpt1m5JoWN+e8uUs9tIsIYRQrO3bt1OtWjU6d+7MW2+9RefOnalWrRo7dux4quNZdfGYkZHBsmXLLP6OSPGA5KEs+ZlH1OUIAEpULI8BIz9xgO40xD6HN6ae+PYABr2BesN8s12/bUcKSUmGQn31Uc4P5ZAslEXyyJu0tDT27NnDunXr2LNnD2lpaU99LKsuHvV6PXv37kWv11u6KQLJQ2nyM4/Ym5FkpKVl3rpex35ccaI9dbPdPvVeMqeXHuZ5P180Wtss65OTjWzdkVKon3uU80M5JAtlkTxyN2HCBEJCQrK8D3vEiBGEhIQwfvz4Jz6mVReP9vb2TJ8+HXt7e0s3RSB5KE1+5mE0GLh95SolKpYHIIxojnA514EzR+bvxdHTiZr9s38bwk8bk6jrY0fVylmLy8JAzg/lkCyURfLIXY8ePahduzZ79+41Wb579258fHzo2bPnEx/TqotHlUpFqVKlTF6KLixH8lCW/M4jOjwCr3+KR4Cf2M+L1KQ4ztluH3f5LpeCQh8MnMmmTb/9kUJ8vIHePQrnhOFyfiiHZKEskkfuypQpA5Dl9YRhYWEm65+EVRePQgjLib58Ba9K/x9hvZkj6DDwKo1z3OdwwF941vCiQvtqWdalpRkJ2pZM756F99a1EEI8KRubB3Pgli5d2mS5t7e3yfonIcWjEMIioi9fwdHFmSIebgDEk8wOTuT4ukKAG/vCiTx8lUb+rbJdv35TEtWr2lG7ZuG8dS2EEE/q+vXrAHz22Wc4ODgAoNVqmTFjBgDXrl174mNadfGYnp5OQEAA6enplm6KQPJQmvzOIzo85BKD7QAAIABJREFUAoASFUxvXdfEm9rkfBvlSMBflGtTheJ1SmVZ98eeFGJi9fQphFcf5fxQDslCWSSP3O3atQuVSsUrr7xCWFgYBw4c4PLly3To0AGj0ciuXbue+JhWXTwaDAZCQ0MxGAyWbopA8lCa/M7j7vUb6DIyTJ57/JMzxJBAFxrkuN/5DSeJvxpLww9aZVmXkQGbf0mmVyGcskfOD+WQLJRF8shdQEAAcXFxADg7O1OzZk2KFi2KSqUiLi6OefPmPfExrbp41Gq1BAYGotVqLd0UgeShNPmdh0Gn507EtcwR1wB6DOzgJJ2ol+N+Rr2BY18FU+O15ylSMuvgmnUbk6hY3pYG9QrXe27l/FAOyUJZJI/c3bp1i86dO3Pu3DmAzDfMhIaG0qVLF27duvXEx7Tq4hHIvP8vlEHyUJb8zuPR1xQ+tI3jVKYklSmZ434nFx/EaIRqvbLOC/nXvlSib+sL5YThcn4oh2ShLJJH7k6cOMELL7xA7dq1adOmDbVr16ZJkyacOHHiqY5n9cWjEMJyoi9fMbnyCPAXZ0kkNderj2n3U7m2J4yKHWtkWafXw8agJF7t5pTdjD5CCGG1IiIiOHToEBEREf/pOPIiWCGExUSFR1DUwx0nVxeS4uIBSEPHH5ymE/WYx7Yc97287SwvzemCXRF70hNNX7O1bmMSfkOcadLInv2Hnv4VXEIIURB9/fXXGI1G/Pz8+Prrr3Pd9uF2T0Ll6Oho/C8NfBKOjo7cuXMHACcnJ5KTk8310dlSq9V4eXkRFRUlD9oqgOShLObIo0TF8oz9eQ0LBw7lyvGTmcu70ZDFvMvzjOM6Mdnu61rBg6GXJ7Gp+//YO8+oKI8uAD8svXfpKqICig0LIordKGLvvXeNiZqoiYmJNeazd6Ox9xJ776Jir4gIAoKwCApIb8vu94OIEoqLgizyPufsOTp9uO+8e3dm7r0b8T/0OEeekhIEP7Hm4NFkvp8aUyxj/9II60NxEGShWHwJeWhpaZGUlASAqalpiesvHyMhIQGpVIq+vj4JCQnIZAWrenp6eQdnyI8yfWwtlUqJiYkRFr+CIMhDsfgS8ngT8pJMiQRzu0o50s/xiDQy8KBOvnXfBkUT7ReZ59G1TAb7DybRvbMWoq/kLSesD8VBkIViIcgjbz6MuPPOSCavz6fwlbxWPw0NDQ1Wr14tWGgpCII8FIsvIY9MiYQ3oWGY2VXMkZ5IGpfxLfDeI8DzY75U8nDMM1zh3n+SsDBXwd3t63iehPWhOAiyUCwEeeSmXbt2eHh4ZP+7oM+7coVBuPMoICBQouRlNANwjHssZRCm6PGa+DzrBh73xWVKc8zqWBF5LyxH3q276QSHZNCzmzaXvFKLZewCAgICisjVq1cBUFVVzT6yfvLkSba/x8+lTO88CggIlDyRQS9yuesBOMVDZEBbauVbN+xqEKlxKVTO4+gaYN8/yXTtqIWK8DNZQIExsrLArXc3RCqFjzEsIFAQGRkZnDhxghMnTqCtXXTuywTlUUBAoESJDAxGv5wpmnq6OdJjSOQ6z2hfwNG1VCLlxZlned57BNhzIAkTY2Xat9Uq0jELCBQFmnq6dJg8galHdtP15ym0n1g4i1cBAXl49eoVSkpKxMbGFlmbZVp5TE1NZezYsaSmCkdaioAgD8XiS8njVWAwAGa2FXPlHec+7jiiR/4OgJ8f88Wivg1apjq58h4+TufSlRR+mWpQ6n0+CutDcfhcWSirqNCkfy9+OrEf156dOfvXZo4vXUOzwX2p3rxJEY/260dYGwWzZ88eADp27FhkbZZp5VEkEmFkZIToazHHLOUI8lAsvpQ8Xr8IRZqZmctoBuAE91FDhTbUzLd+0MmskFuV2jnmmT9z7ltq11Sja6fSvfsorA/F4XNkUaNVM348vIuOUybw8MwFFrfrg+W6QPr9rYXGnBsMnP4zRtaWxTDqrxdhbRRMcHAwMTExrFq1ipUrVzJs2DD69u2b41NYyvRfWk1NjTlz5qCm9nXFwC2tCPJQLL6UPCTp6US/DM/TaEZMLHcJKtBlT/LrRCJuv6SyZ95H19dupHHqbDK//WRQqt32COtDcfgUWZSvWZ3xW9cxeMl8XoeEsqXzGCrP8uNazHQW0h9bTOmxR5uBHcLYZzebxip5P88CuRHWRsEsX74cIyMj1NTUGDhwIEuWLGHt2rXZn485Ec+LUvwqFRAQ+FqIDArGrFJu5RGyjq5bUgNN8v9iCDzuS8U29ohU8n6lzZz7Fkd7Nfr0+PriXQsoNkZWFvT/cxYTd2xAXUuTC/1+p/bYJ5x5MY7RtGYfN6jPT7RgNnWYxjo9L2yfK3NIMolbzON72mOBYUlPQ6CU886fY1H5ehRsEAUEBEqcV4EvqOv5TZ55x7nHr3SjGdU4yYM8yzw/7kuTWe2wblyJ0EvPc+XfvZ/OoaNJ/DrdgD0HkpBIinT4AgI50NDVoXqzJtRq3Rz7xg1JehNL8PD1tLxpxHS685Jo5vAP2/AigZTseuHE8NvrLZzuHsc4j/EozQjmO7EH0+nERXzZyVVO8YA0hAdYQH7mzZtX5G2WeeUxJSXl44UEvhiCPBSLLyWPyKBgDC3MUdfWIi0pZ9ivQCJ5SjieOOerPEbeDydBHIdd+2p5Ko8Av817y71rlgzqp8PfWxKLfA5fAmF9KA7/lYWmnh5OLZpQs3Vzqro2QEVVlRd3HpIx6hDt75hgJ2vEbQIZxlqOcY9M8o+G4r3/EJXq1ab6wRb83HM0biFm9MGNPx1G0G1wIj8t+JOw2MjinmKpQlgbeePi4kJiYtb77ubNm9y6datI2i3Tsa0FBAQUAyvHqkzau4VlfYcR+tg3V/40OjGcFjgwCQmZebbRbn0vrBvbst7xj3z72f63CW4NNXBwDict7Yu9+gS+UrQN9HFq4U7N1i2o4lIPJWURwfce8ujsBR6du0y3qOosoC9HuMtaznKHILnbVtPU5LvdG5FmZrKs7zAqd65G+/W9UdFRgydJrGq7kISwonH4LPBxSltsa4CNGzfSvXv3HGkHDhxgyJAhn912mb7zKBKJcHJyEiy0FARBHorFl5RHVHAIUqk0T6MZyDq6NkAbN+zzbSPwuC/GDmYYVDLOt8ys+W+xtFBmxODcbn0UHWF9KA7a+vp8v/UvZl48Rvdfp6KsqsKhBUuY1aIDq4eM5erO/WRExTEFT/Zxg+GsK5TiCJCeksKWST9hZGPBCK+ZdNo1EL9Dj9Cq+xhtHW0GXp+IsaNZMc2wdCGsjdwMHTqUHj16ADnvOXbr1o3hw4d/dvtl+i+tpqbGpEmTBAstBUGQh2LxJeWRkZpGrDgiX6OZx7wkhNcFxrp+cc6fzHRJvg7DAfyfS9i2K5Fpkw3Q0ipdjh+F9aE41PX8ButaThz9czm/t+jA2uETuL7nHxKiY7LLDKcFRujwJ0c+uZ9UyVte6nuh56yF39qnHBuwg7/vHaGfqyYasUr0vzoBK9eKRTCj0o2wNnLTr18/IEtx9PX15enTp9n//xTXPP+lTCuPAgICikNk4Is8fT2+4zj38aA2SuSt9KUnphF6KbBA5RFg9oI4jAxFjB2hW2A5AYH8sHdzQSUxmdsHj5IYkztqhy6afEs7tuFFCG8+qQ+79tUYfG8yMmUJL9e/oWG9vlhUtSOEN1yOeEhHd2VeP35F7/NjqOxZ/XOnJPCV4ejoiEwmY+zYsbi4uNCgQQPGjx8PgIODw2e3LyiPAgICCkFkYP7ueiDr6NoMA+pRKd8ygcd9Kd+sMqra+e9AhIRK+HtrAj98p4+ubunafRQoeVTU1KhUrw6qcfkbXY2jDRqosphjhW5fSVlE03nt6XFsBGFeQWyqu4g9E/9H1IsQBi6ci7q2Fms4S/U4C15/c5WgE0/penAINYe6fM60BL4ydHWzfhzv3r07O23Xrl0A6Oh8/rWdMq08ymQyxGIxMplwcV4REOShWHxpeUQGBWNsbYmapkae+bcJJJK4Ao+unx/3RUVdhYqtqhbY1/yFcWhriZg4Ru+zxvwlEdaHYlCpbi3UNDWJDQjOUxYm6DKa1mzgAq+IK1Tb2uZ69Dk3BpcfmnPhhyMc6LyRtLcpSNLS2Dr5Z/RMTej523Ru8Zy7BDE6rQWHem7hwfobePzdG9efWhXVNEsVwtrIn4yMjOx/p6enF1m7grW1gICAQmDjVI3vdv3Nkl6DCfN9lmeZhfSnGdWpx/R82xnhN52XVwI5NXJvgf0tnGvIkAG6VK4VRmxs/m5TBAQ+pOOPE6nVujmzW3fOM382PelPE5yZRixJcrdbvqkdHXcPRCaVcaT3Vl565TawcW7fhn5//M6SXoOp76vHekbRlN94QhiNZrTGfbYHd1d6cW7iQWRSQZEqSkqbtXVCQgIymYwdO3bkSO/fv3+u9HfH24WhTO88Kisr4+7ujrKyckkPRQBBHorGl5ZHVNALgAKPro9xj4qY4oRNvmUCjz3BziPvONcfsmBJHCoqMHlC6dh9FNaHYuDY2BW/qzfylIUlhgyhOas4XSjFsWKrqvQ+P5Y3T16xqc7CPBVHgAenz5McF49Ty6Yc5R5hRDOa1gBcn3OWkyP3UmeMG512D0RZvey4cRbWRv7069cvx+fd7uyHaf379y90u2VaeVRVVWXw4MGoqqqW9FAEEOShaHxpeaQlJxMjjsjXXQ/ANZ4RRzLtC4h1HXjcF10rA8xqWxXY3+s3UlasjWfCaD3KmSr+q1BNTU1YHyWMkbUl5Wwr8PzG7Txl8QMdSCSVtZyVu001HXXabehFyIUA9rRZS3JU/ncppZJMnly6ilNzdyRksp7zdMMFM/QBeLjem4PdNmHnWY2eJ0eiolk2nhXhuyNv8gtF+LmhCUGIMCMgIKBARAa9wLwA5TGDTE7zkPY4syAfFygvrwaTFp+KnWc1Ih+EF9jfohXxjBmux9Tv9Zn8U26rWUXBpLw1E3dsIC1WsY/KvnYcG7siycgg8PY96NUvR54dWVFgfmM/iaTJ3WbTPzzRNNbm1IiVch01+1y4Qv1OHpiUt2ZbqBc/0JEhNOMPDgMQcNiHPa3X0vP0KDw29uZIn22Fm6TAV0FxhCT8EEF5FBAQUBgiA4Nxau5eYJlj3KMnrlSiHEFE5cqXZmQSfOYZdu2rcX1OwTtAsbFSlqyMY9pkAxavjCdcnHf0mpKmYbdOaBnok6yvR43Wzbl99GRJD6lM4tDYleC7D0lPzh0KbyodiSSOTVyUuz2bJpWoO64xZ8YfIC5Evh8vz67fID0lFacWTbm0eQfb8WIIzVjGSVLIMogIuxbM8YE76XJgCG98XnF9rvw7oQJfB/Pnzy/W9hX/rKYYkUql+Pj4IJUKl+UVAUEeikVJyCMy8AVG1paoqKvnW+YiT0gmjfYFWF0HHvfFskF5NE20P9rnsjXxJCZJmT5F/5PGXNyIVJSp18mD67sPkBwYQo9ZP+Ho7lbSwypzqKipUblBXfyueudaG9WxpisuLOQoaUjka09TlXZ/9+alVxD3Vl+TexwZqWn4e9+kRsumAKznPAZo05OG2WVEIki5/YRrvx7HfY4HVbvUKMRMSx/Cd8eXp0wrj+np6SxevLhIzdcFPh1BHopFScgjMig4K9RYs8aoaWrmWSaFdC7wpOB7jyd8URKJsGv3ccOZhAQZ/1sax7CBulSsoHiHMdXcG6NrbMT1fQeZ2b0/Ty56MWjxXOzq5688CxQ9dvXqoKapwdOr3rnWxk90IYhIdnFd7vaa/N4WXWt9TgzbDYV0MfP4/BXK16yOrokxIbzhOPeYaOvCqKG67N1mSmSwDUE+NpyaEMDwsPXs3GLGvEU2dPLUooqdCoWN4qdjbEj778bk60arpFHU7w43Nzf27dvH8+fPSUpKwtPTMztPRUWF2bNnc+vWLaKionj+/Dnr16/H3Nw8RxsGBgZs2LABsViMWCxmw4YN6OuX/A/dMq08qqio0KlTJ1RUFO8LoywiyEOxKAl5vAoIIjkungEL5zD3xjmmHd3DgIVzaDliEI7ubuibmQJZDsPrYYcFhnm2kxyViPhWCHZyRt5YvT6BuHgp3yqg30eXbh0IfezL66AQOnh6svvn2QTduc/QFX9SvkbB0XQEig6HJq7EiCOIDAzOsTbqY8c31OIPDiNBvmsPFg3KU39SM67OPE1swOtCj8X38lXUiWfclBqsXmpMy4enqPlgH8v/Z4x5OWVWrEmgc69Ifvg5hjMHo9BKimXcUE0O7CjH03vWxEdU4I6XJVvXmzB1kj4ebTSxsszfUtmlS0daDBtIj5nTCj3WL4Gifndoa2vz+PFjJk2alCtPS0uL2rVr88cff+Dm5kafPn2oXLky+/bty1Fu06ZN1KxZk86dO9O5c2dq1qzJhg0bvtQU8kWx/tJfmHcP3OnTp5FI5DtqECg+BHkoFiUhj7TkZH5r7om5nS2WDlWwrFoFS/vKNBvcFy29LMUu6W0cMXcDkH4vo61aXTalncuzrcDjT6k/qSkiFRFSScHHWSkpMv7amMCE0Xr8Ni+W+HjF8JGnb2aKg1tDDsz5Xw55bP5+OiPXLmXEmiWsHjqWCP9AAGpRgQm05RK+7OE6GXIqMwIf552LHvhgbZw6zQxJV54QxkFuy9WOspoyHhv7EHkvjFuLLxVqDOVtlBk+SJfWLTSpW2EMojHwLECDQ2fiaXzRk/CrBnSMX/6fWgno/JHBoNvfoRT+Cr+ftuNgJ6KaoxrVHVTxaKOFgUHWPlJ0TCaPfNJ59Didhz4ZPPJJx9cvHUf3RsSER+Dc/htePPTh2q79hRp3caOo3x1nzpzhzJkzeebFx8fToUOHHGmTJ0/Gy8sLa2trwsLCsLe3p02bNjRt2pQ7d+4AMG7cOC5dukSVKlUICAgo9jnkR4kpjxoaGtn3EzIzM8nIyEBVVTWHnyaJRIJEIkFNTQ3RB/vsGRkZZGZmoq6unsPMPD09HalUioZGzq31/NI/HMuHpKamIhKJcgRZl8lkpKWloaysnMMdgFQqJT09HRUVlRy/ekpqTnmNvbTM6V2Zr2lOpVlO78qUxJwinwcR/SKUx6fOZ89J29iI8tUdsHKoinnVysQ6GNImoSGbws7lOafA4740+b0tlZrbE+YVXODY09PTWb0+gSkT9Rk11JAVa5OLfE6fIifXbp2QpKfz9KJXdhl1dXXS0tLYNulnhq9dzKh1y1g5cDRdIxyZKenKGxLoSF0m48lyTvKP+h3SlN5/oZb0nErjetIzN8O0YnlOrViHhoZGdv9NpA64Yc9g1bWoK6vLNacmM9thVMWEnY1Woq6qRrrs43OyraDM5Ina9OupSWKSlLMXUrns54he4/FM/2YEqYlJtEt7ygZG4axmh68oPMecUqOSONZrBz3OjERrUFfWDd1NRkZCtpxsrEXUqK5KdQcRTtVVaN9Om4njVP6VnYy30m3cvJnI1Yu16fjDt0Q9D+LlY1+FkdOH/RTXs/dhXV1d3Rx9pKWlFcmRub6+PlKplLi4rMhELi4uvH37NltxBLh9+zZv376lYcOGZVN5XLp0afYvBC8vLzZt2kT//v1p0qRJdpnDhw9z+PBhxo8fj5OTU3b65s2buXLlCr/88guWlpbZ6YsXL8bHx4dFixah+cF9qRkzZhATE8Pq1atzjGHSpEmIRCIWL16cnZaSksK4ceOoVq1ajq1msVjMjBkzcHNzY/DgwdnpPj4+LF68mPbt29OpU6fs9JKa09ixYzEyMmLOnDmlbk6zZ8/Ozv9a5lSa5bRy5Uogy2pP/QMDlpKcU5d2HjSp6wpApLMm9U5mOQvPc05eXiglShmxaDymd7Jk8jE5vYyoxc8/hlCt1gRkMlGJy8mmTydUEpJZ8r+F2REhpk6dmn0vSpoCETFpHK40D/uX6QS1BN+exjyLgpR5YfyR0pdZmv153k6JUHfIVFcq8TmVxvUUkJaAVJLJhL4DUOqd5VBZQ12dqZIOhFkk03XOGLr+q4AUNKcoUQwNp7bE+JE6s8fN/Oic6jkb8ffaetjaPCYtXYs7j+rzjecWKlWqznfTBhOnZMGCv9fxxsePmTN+5bV6In/Xnc794aI85xR/Mx2V/s7YqFmwqtefecpp9oLDTJo0idq1qmKgH4meVRx6FvE42JymfZNLiJPCsd82gDe3DFj65yKFkdO7/ovr2Zs7d272v4OCcjpxnzt37me7xlFXV2fWrFns3buXhIQEAMqVK5cdle9DXr9+jZmZ2Wf197mUWHhCY2Pj7PA+JfVrNTMzk/79+7N///4c8R+FX+AlMyeZTEbfvn3lkkdpmVNpllN+8lCUOS0dv4buCzOpxY+8VkvMc06em/pi2bACW+ssKXDs79Ib1NPh+nkTBgyP5eDRtBKVk6NbQ4avXcJfwycQ8tAHgD59+rBv377sH96OUiv+yhyBpZoJZyZqMmXrFJJiYrPnZCs1ZZJyB7pl1ieWJNapnGe95BwpogyFfvYUbT0NWvYHKmpqbB7/A5C1u/V7/VEMvOBAN5Ul3FQJ/OicJFIJ/b0noqyqzC63VUgzMvOdk6O9CpMmaNCzqzaRUVKWrExi0/ZkUlNzzmnslrVEh4vZPf130tLSGKf0DT/LutBQ/VeilOLznJPrzNY0+LEZ+zv+TeiZgI/KqdfcXzC0smBZn6F06ajH5IkGuNQVEZlgyOzfgti8PR7I6R3hS8tJVVWVnj17snXrVoBiefZUVFSylbpKlSrlCE8oz85jUlISvXr14tixY7nyVFRU2L59OzY2NrRt2za7nylTptCvXz/q1MlpHPjw4UO2bt3KokWLCuyzWNHS0pJ9qY+JiYnsHf8qrcJH+Agf4fNJn7Gz5svesEHWg4b5lqnapYZsmmyJzKCSsdztnj9mLvM6Y17i8+u34HfZ1CO7883vTxPZS1bLLvCrzNmshuzX80dkk/dvlWnq6eYqWwET2WIGyMSslQWIlstmmQ+V1XJ2LfE5loaPirq67I/bl2TuA3tnp4lQkl1jlmwf38vdTsNpLWU/ShbJzOva5FumppOqbPcWU1l6bAVZ4GNr2ahhujJ1daV8y7caOVg298Y5mbKqqgyQ6aIpe8FK2XQ65z8WJSVZ13+GyL6Pny8zqV7wcy5SUZbNvnZa1mbMsBzpXfo7yXzDe8jSYivKIgJtZL9M1ZeZGItkIpRk1hiVuMyK46OlpZWtv5iYmBRa/5HJZLKePXvmStfT05MdPnxY9ujRI5m1tXWOvNGjR8tiY2Nz1YmNjZWNGjXqi+lueX3KtLW1qqoqQ4YMEUIaKQiCPBQLRZdHWEIEb2xEuFIl3zIvzvqTlpBKjSEN5G536eo4XF00aFBX7eOFiwlNPT1qtGzKzQPvo+i8k4eeijarGMpSBrGH67RjHvciH7Nu5ET0y5kyav1yOk/7nv4LfmfU+uVM3r+VQec3knFvBEfOOBLZ05pRMW4cDxyJu1OzEptjaaFy/Tqoaqjj5+WdndZBuR72WPKn8lG52jB2KEfj39pya+FFXt19mSvfrJwy+7ebcu+aFc611Rg9MRoH5zDW/Z1AWpos33Yfn7+MhrY2VRrWAyCBlGyn4Zrk8/zKZBwdsIO3gdF0Pzq8QF+oFWvXREtPj6dXcrogOrjdhzHTVdj2ainnbhowZaI+wU+sebDElft2P+CAZT4tFg+K/q7KDxUVFbZt20blypXx9PQkJiYmR/7NmzcxMDCgbt262Wn16tXDwMCAGzdufOnh5qBMK4/Kyso0adJECKauIAjyUCwUXR4x4RFEuejgStV8y6QnpvFow02cx7jJHef3+KkUAgIzmDiu5Hyp1fVsg0ikzJ0PIskoKyvTrlJjTmZOoz3OjGY9U9ie7ZQ6MjCYv0Z/j4qqKpUb1EXXxJjkuHiC7j3kxr5DHF6wlNULf2fQ89l4Oq/nzqQU+uk1yW8IAv/i2KQR0WFiooJDstP6yNyItYXHqmEfra8kUqLd372JexHD1d9O58q3MFfm/HFzGtRTZ8jo11SrG87GrYl8cFMkXyIDg3kd8pIaLZpmp/3FefTRoheu+dbLSErnQKe/UdVSo+vBoeiVz9vlVbUmjYh/E02Yr1+uvMtbd3HlxBNCbZdQ7xsZdxdWxKF9HAY31jOv1Zf1Qaqo7yptbW1q1qxJzZo1AahYsSI1a9bE2toaZWVlduzYgbOzM0OHDkVZWRkzMzPMzMyyleBnz55x5swZVq1aRf369alfvz6rVq3ixIkTJWosA2VceRQQECi9xIojeN1AjypYYEr+/hnvLL+CuoEmNQbVl6tdqRRWrImnWyctbKxL5svIpWtHnlzyIjHmfci6bpn1cZ8tQ4aMVsxhPzdz1Qvz9WNh1/4s7NqfNcPGs23KDA7OW8SZtRu5vucffC5exriZAU3OdubGr2nEbjTGwMroS06t1OHQxBW/q+93Hc3Rp7m0GqGNlQqo9Z66E5pg1bACJ4ftRpKaUyO0tMhSHLW1lGju8Yptu5IorKcZn/OXqd68CUr/3ucL5Q3HuMdoWqNE/mOMD43lQOe/MbYvx6iAn2i7rif6FXIqkY7ujfDz8kaWjxPzPb/MJT7qNUvsZuG0cCAjaxjgc1aLDtv88HARnitnZ2e8vb3x9s56fhYsWIC3tze//PILVlZWeHp6Ym1tzY0bNwgKCsr+NGz4PlrQ0KFDefLkCUeOHOHIkSP4+PgwfPjwkppSNoLyKCAgUCqJEUcQ5awFUODRddyLGJ4deET975uCknxf+Ft2JpKQKGXcyC/vNNy6mgOW9lW4efD9kWhzqrMsYxDi+uCp9j+e86rQ7VZoXpmhD6bQ7A9PHm64Qerct2RqwNBr32NYxbQop/DVYFLBBhMb62z/jgA9aUQGEsJdPl6/XC1L3Od6cHflVcKuBefIs7LMUhw11JVo6fmKwKBP80/oc+EKusZGVKz13pJ4NWeojHmBUZgAxDdCWGM7m8s/n6D+MKbCAAAgAElEQVRKZydGBvxMu/W90Lc1xsjKAvPKlfC9fDXf+mnJyagNPkbDQ5n84/mWzWnXaDs0iPR75uzZa0iN6qXrGLmo8fLyQltbO9dn1KhRhIaG5pmnra2Nl5dXdhuxsbEMGzYMCwsLLCwsGDZsWLYrn5KkTCuPEomEw4cPK5RT0bKMIA/FQtHlESt+RbKZKuFaCQUeXQPcXnwJo6rlqOwpX0SWpCQZf29JZPggXbS15VM4iwqXbh15GxnFs2tZO4uqKDOfPlxTesbvxkdJzEwpVHs6lvp03DmAPhfGkRKTzGbnRZz//hA3Hj6k7WADdJLV6H91Ama1rYpjOqUax8auSNLTeX7rvZ+9frhxTOk+B84eKXBtWLvZ0vfSeGL8orj80/GceVZZiqOaapbiGBT86Wss5JEP8a/f4PTB0fVdgriML1PoUODuI2QdYd9aeJG1tnO4PO0YlTtUZ5T/dDpuH0SaUiL+3vk7Px9JSybGNmdT5UckzHfDrU93IlOTWdvHAqUXRpw6aE4l2+L3CKjo76qvEUF5FB44hUGQh2Kh6PJITUwiOT4ef6vEjyqP4pshhF0LpsGkZnK3v3JdPDo6Sgzup/OZI5UfNU0N6rRrze1Dx5H9G0RhFK2oiClTZTs4fER+eYhURDSY1IwRftOo0KIKxwbtZIf7SqIeiQEQ+/kT4WbKkCYGJIfE0+fSOKwbVyq2uZVGHBq7EnjnPukpqQC4UBk7zNkh8ypwbVRq50ivM6OJvB/GzuaryEh678bFxjpLcVRRzlIcg1983vqSyWT4XPTCqaV7jvSFHMUJG9pSS652MpLTubX4EmtsZ3Pxh6OUq29GnKMPrVZ1wrCySa7yfXFjHn1Yzkl+eL6cK9v20PGHb6lQy4mV8ZdJ6dYXabw6pw6ZYWFevNc/FP1d9TVSppVHNTU1Jk2alMvnlEDJIMhDsSgN8ogNf8ULRyWqYYUB+VuNQtbuY/lmlTFztpar7bDwTA4cTmbCGD1EX+hNWbN1CzR1dbj175G1OfpMoQN/c5EgtTdyy6N8UzuGPPiBZn92wGfzbf6yn4fP1tvwwd21iIBAAr/RQT0WNFo8IfJuGL3OjMLOQ4iXDaCqoY5d/To8/cDKui+NCeE1t1SD85VFtT7OdDs8jOAzz9jb7i/SE9Ky88rbZCmOIhG09HzFi5CiUXZ8LlzBxMYa8yp22WneBHCNZ0yhQwE1cyNJyeDhulsY+dcmeMcLKraxZ4TfdDy39MWoatb1hs7UZymD2MhFZnEAgKOLV/DysS8DF83lpXocJ94E8KpzV1RVlDjxjxmGhsW3iErDu+pro0wrjyKRCCcnpxyOQwVKDkEeikVpkEeMOILX9XUQIcKFygWW9T/0mLdB0YXafVy2Ko7KlVRp31bz44WLgAZdPfG/cZuY8AgAZtKDFNJZwGG55KGspoznlr70vTSetLgUttRbzNlv/yEtLjVX2YzUNMJiwrnvkEjfRFf2evxF8OlndD00lGp9vqy1rCJSuX5dVNXVs41ldFCnE/XYxTWUlJXylIXzWDc6bO/Hk+13ONh9M5lp75XDCuVVOH88KzJQy/avCAktul2y5zfvkJKQSI2WTXOkL+QotahAa2oUqr0qDeuhqqrBhRkHWFtpDue/O0SFllUY8XQao3ZOYHb1IezjBlPZmV1HKslk72/zMTArh71rfdZyFtuwqvzWRRcLc2WO7CmHllbxXAEpDe+qrw3hLy0gIFBqiRFHoFTTjHBiaPSRo2uZVMbtpZdx7FUbXWsDudq/dTcd75upfDe2+N32mFYsj13dOtm+HV2oTA8aMpsDxCPfPcc6o92o1q8uJ4buYnvjFUQ+CC+wvPhZAM88dbDHktpp5TnYfTNPtt+hw/Z+1Bnj9tlzKs04ujciOiyc1y9CAehIPbRQYzfX8yzv9ksb2qzqzu2lVzgxbA+yTGl2XsUKKlw4bo5UCi08XhH6MrNIx5opkeDndR2n5jmPrr3w4wYBhd59dHRvRFRwCG9Cw8hMk3B3pRdrK80haOxVyrtWYodPGuf3yyhXO6c/x6jgECKDXuDUoineBPCAF3j6t6V9t0icqqmxf3s5SpkrRoF8EJRHAQGBUktseASGlhZ44//Re48AjzbeJD0xnboT5PdvuHR1PE2baFC7ZvEeiTXo4klyXDw+F64gQon59OUuQezKR1n5L2q66jSa0ZpHG2/yaNOtHEfU+SH28yelcyVeEk0/3JBlSjkxbA93lnnxzeruNPq59edOq9Ti0Ng115H1ZZ4SRk5Hzigp0WppF5rMasfln45zYfLhHH9724pZimOGREYLj1eEhRet4viOxxeuYF3NHkNL8xzpCzlKXSrRnOpyt1WtiRtPvXI+d3XSK/C/dS2xqxLC6aF7Ma1tyZD7U+h+ZDgW9ctnl/O5cIVqTd1QEolYwxmaU53k+6Z07RtF08YabPnL9ItdAxEoPsq0CDMyMti8eXOOuL0CJYcgD8WiNMgjNuIVqhrq3NMOpybl0flPjN3/kpGUzoN116k90hU1nYLLvuPQ0WRehEiYOLb43PaIVJSp36k9d46eRJKeziCaUpPyTGMXMrIUkY/Jo8GkZqjqqHHt99yOqPMj3C8ADV0dDuk9pgsN0EINZDLOTzrElRkncJ/jQYtFnYpkjqWJcrYVMLa2zI4qY4cZDanCTrLc1ryTRaYsE8/Nfag7oTGnRu/De/65HO1Uss1SHFPTshTHcHHxKI4Afle9kaSn59p9vIQvdwjkBzl3H60cqqJvZorv5WvZafZYspuJPCaUIZLV3N/kzV/28zk6YAeGVUwYdOt7ep4ciVUjW3wuXEbHyJCKtWtwmLuIiWE0rbl4JZU+Q17TrZMWKxYZF+ncS8O76mujTCuPmZmZXLlyhczM4lvQAvIjyEOxKA3yeHc30M8yHhWUqYfdR2rA3RVeqGqrUXOoHI76gMzMLMvrXt20MTcrHqvRau5u6BobcevgUYzQ4Se6sB0v7vPeN2BB8tAy1aH+5GbcXXGVhHD5fcCJn2VFqfCuGYcumnjyPgza9blnOTNuPw0mNcOhR+3PmF3pw6GxKxlpaTy/fReAPrjxliROcB/IksX1W9503DsQx951ONxnGw/W5d4hVlNV4kWIhFaerxBHFO86SktKxv/GbZz+c+8RYCHHaEBlmuDw0XYc3RuRmphE8L2HAOijxTbGE04sfVhOClmW47JMKU+232FD9QUc6rUFHSt9Blz7FrelzYhND8WphTsSMlnPBbrjQjn0OHI8mZETohk1VJe5M+W7OiIPpeFd9bVRppVHdXV15syZg7q6fDsQAsWLIA/FojTII0acpTzG22rwmni5jq4TwuN4uuc+9b5zR0lZvlfgxm1ZMYbHjtD9rPHmh0vXjoQ+9iXCP5Cf6IwIJebwT44yBcmj0c+tkWXKuPHH+UL1mxgTS1zka5TrWHKFp/SjcY78e6uvEXzmGY1mtJbbwfrXgEPjhgTevk9GahrKiOhNI/ZzMzsUpI6RLj/6zadiy6rs77ABv70P8mzHzz+D5h7Frzi+w+fCFSo510LbIOcd3XM85gEv5Np9rObuxrPrN8mUSBChxFpGYIg2A1lJIrkNr2RSGX57H7Cx1kL+6bIRDUNNJM5iqk9zoHyzymzlChlkMoRmAGzZkciUn2KYOsmAvdtMMTD4fDWkNLyrvjbKtPKopKSEpaUlSmXopajICPJQLEqDPFITEkmJT8DQOuve48eMZt5xe/FlDGyNqdpZPivU+HgZG7clMnKoLhoaRfv30CtnikPjhtz85wg1Kc9A3PmDw7whIUe5/OShX8GQOmMacfPPC6TGJhe6//Bn/lg6ZB3JumGPLeWy89TVlXi78zRmNSyo0kH+O3OlGTVNTezq1cm2sm5BdcwxyD6yBmizvgcyS2X+8fyb4DPPSmqouXhyyQuUlKjWrHGuvIUcpRH2Ba4RHSNDbGpU4+mVrCPrH+lIC6ozgnWE8KbgzmUy/A89ZpPzIryneqGipUrfi+PwvDyUrS0eM5jmaJBlLbN0VTzd+0fR3F2Du16WNHL5PKWvNLyrvjbKtPIoICBQ+okRR2BkaYE3AThjm/0FVRCR98MIuRhAg8nN5O5n5bp4jAxF9O9dsD/JwlK/kwcZaek8OHGOP+iLH2I2clHu+k1mtSMlOpk7y658Uv9ivwCs7KtyjHvEkUxvXHGurcay/xnx8pk1x5fL6Bq2m5Yzm39S+6WNyg3qoqKmlm0w0pfGPCaUR2RZXTeY0pyqXWtgfkWLiBuhJTnUXCRGx/Li/iNqtMh9dH2KhzwmtEDLa4fGrohEIp5e9caDOkyhA3P4h0v4FmocV5ccReOhLQErg1DRVCX5vANnvUT0b9Uxu8yho8nUbSwmXCzhwglzpk/RFwxpShGCqAQEBEo1seIIDC3Nuc4z1FHFGVu56t1adAkr14pYuVaUq3zwCwmHjyfz7ZiiM5xREolo0MWTh2fO0zG5Jg2ozHR2kYn045UBUycLqvevy7VZp8lITv94hTwIfxaAvpkpZpV1CR5zkJ+vhnHrsiVdOmixYXMiQ0a/xk4liplVr9JqqHw7u6UZxyauvAkN401oGMbo0JZa7CRrJ65Ciyo0+8OTWwsuohuqmD5nfC5coWqjBqhp5vZNupBjuOOYr09UR/dGhDx6gkW0BqsZxmHusIJThR5DZkYGz67ewMa0DlsaLGGvx1/EqCZjcrYxA659i20bewBCX2bS3OMVfy6J4/efDb5INBqBoqFMK4/p6eksXryY9PRPe+kKFC2CPBSL0iKPGPErDC0teEo4b0mS694jQOCJp0T7RVK/UE7D46nmoEaPrlqfONr3aOjqMGzl/zCytODhzuPMpDsHucU18j4GzUse7nM9eBsUzcMNNz5pDMrKUK1cAO1NluB3Qw+3WcGIgkyZ0UMd2+ph/PRbLNt2JdGgcRjpyRkcXCjF8ws5TJcHK8eqTD6wjXK2FYqsTYfGrtlH1j1wRYqM/dxAr7whnfYM5MU5fy7POK6wa8PnwhVU1dWxd8ttEHaC+/gSxmQ8c+WJVJSxb+TCi3M32cY4XhLNt2z6rHHYVHfEwKwcQSefcrLh33Rrq4m+SJtep0cz9MEUOu8bTMsV3Tmr2pDxm8rhVEuLB7ds6DXCCm1zPUQq8qkopeVd9TVRppVHqVSKj48PUql8v/IFihdBHopFaZFHrPgVRpYWSJFxk+dyK4/IZNxecpmqXWqgbyuf65Cr3mkcPJrEsj+NMTb69NdnOdsKTNyxgQq1nFg/ZhJ9nlZBBw1+ZV++df4rD2s3W6p0dOLKjJNIJYWTkUNVVeb/bsgLX2u2r1JGTyRm/VFbrO1DuTOwIZXPNONDw9XnQRI8x0gIVq/AoT1m/PyDfonbzygpKdHt5x+wrFqZ9t+NKZI2Le2rYGRlkX1k3Y/GnOQBCRrpdP1nCOkJaRzpu41MSabCro3osHDE/s9xauGeK0+GjEUcowVO1CVnHHPbOrXQ1NZm4D5jTNFjEKtIIi1XG/Ly1Os6kowMqv87jps8J/b0S5q6prHnm7VEPRSjpquOpUsFagxpgN6YHmywHs4b44rsWKjK8eCWTE//k+9i5qJuUPAPltLyrvqaKNPKo4aGBqtWrUJDQ6OkhyKAIA9Fo7TIIyY8AjVNDXSMDPHGn/rYoYJ8R18+2+6QGptM/Ym5v2jzY/ykGJSVYemfRp80Xscmjfh2xwakUilLew9D5v2SkbRkCceJIDbfev+VR9M/PIm8H8bTfCx9/4uBgYiRQ3W5ds4Cn9tWDBukw4HDydR3FzPvVD9uRjUjOkbKTq7hQR2M0MlR//E/fiz2rckBcRV+n2HI3m2m6OiUnAZZr5MHFWo5cW33AZxaNKVi7Zqf3abHxNFEh4UTcPMudaiII1bs5CptVnfDuJoZB7tuIjUmWeHXhs/5y1Rr6oaGTu77uUe5yzPETPnP7mM1dzfsF4fgnliJ0awniKjPGkNqYhKBt+7i1Py9Q/4sp+HV0DyTxLFBO9nbdh2b6y5idflZLNT8kTn6s2jk9Jjf10hpkHyfXk/WErruFOnxua28P0TR5fE1UqaVRwDNPO6FCJQcgjwUi9Igj9h/3fUYWlpwHX+0UacW8h1jSlIyuL/6GjWHuXx0d+MdkVGZfD81hj49dOjgUbi/T4thAxi68n8E3rnH8n7DiX4Zxnz68JIYVnPmo/XfycPOoxo2jStxafrxAiPJiETQpqUGOzaaEvbMhhULjXgTnUnPgVFYV33Jdz/GcP9hOuHPnmNpXwWAfXijBHQj97HntTlnue/gwfDfoWVTTa6ds8Cukkqh/gZFgYauDu2/G8u946c5OG8R4U/98fx+7Ge16dDEFccmjTi6cAWZGRn0pTFiYng72oCaQ1w4NWJvjnCPirw27hw9hRJKjNu8Br1ypjnypMhYzDFaU5PaH6yTDhouNNySxB8c5iyPi2QcPhe9sKvnjKZelouro9wjjGhGk3fkovTENOKCo5k9LZTGLcWoZqTw94AQrC0/rqoosjy+Rsq88iggIFC6iclWHs15RCiJpMrtsgeyfBmKVJWpPcJV7jo79yZx7GQyq5cYY2j48deoqoY6/f+cRfvvxnLur81snjiNtKRknLGlGdWYyV7S//Uh+DGUREo0nd+ekIsBBJ/2y7NM1coqzJ1pQPATa078Y45TNVV+nRNLBccwOvWK4p/DyXx4PSz8qT/lKpZHVUOdaBI5xUP6kju2dcCRJ0Q9FpPcug2uLSJQUVHixkULvmn5Zb+4vxkzHFUNdY4uWolMJuPYklXYOteieh4uauRBpKJMpx8mEnDzDo/PX0YTNbrRgJ2uPrRc1pk7y6/wZMfdIp5F8RH9MowVA0ehqafLxB3rMbPLaUR2kNs85xWT/t19rGdeC89l6XiZhLKEE0U2jieXvFBWVcGxSdbaynIafp7uuGBGwfHi7z1Ip767mEnTY3gZJjj/VjQE5VFAQKBUkxKfQGpiEkaWFkjI5DaBuFJF7vpJkQk82X6Hut82QaQqv6Xn2O+j0dQQsXBuwcfXBuZmjN+yjmpNG7Nl0k+cXrUe2b+7hZ2pTyRxnOah3P3a96xFuZqWXJ5+PFeeuZkyF0+Y43vXmhFDdDl8PBmXZmJqNRSzeEU8ryLz/hIWP/NHpKyMRZWsCD07uUoNylMDm5wFZTKuzzlLpbaOxBtY4NpCzPUbaRzdX44fvy9YGSgqzKvY4danG2fXbiL+dZbvQX/vW/jfuI3Hd2MRKRfeWtetd3dMyltz+M+lALSnDspmGqTsr4z4ZmhWvOpSRmRgMMv7jyQ5Lp4JW9dRqV6d7Lys3cfjeFCHhlRhQ/IQkk2UGZa4IjscZlEQF/ma0Me+OH3gOmgbXqQjyXYaXhCJiTI2bUsssvEIFB1lWnlMT09nxowZgoWWgiDIQ7EoTfKIEUdgZGUBgDf+uFAFEfLfx7u/yhs9awPqj5Hfl6E4IpPJP8UwqJ8ObVvlvfNWqW5tvtu9EU09XVYMGMmjszn9N3agLse4i1SOL+z09HR+nTWThr+2wv/gI8Q3Q3Lkq6rCni2m2FVSodegKGzsw/h2Sgx3739cfq+eB5MpkWDpkLVje4EnvOItfcm9k/ds/0Oi/SJpNKM18fEyOveOYv7COOb9ZkiTRsUf4aPL9ElEvwzHa/ueHOnHl6zC3M6Weh09CtWetqEB34wZxo0DR4jwDwSgt2pjtu+LQYKUQz025zJIKi1rIz7qNasGj+Glrx+j1i2l9jcts/MOcJNgotjPJEzStdk4OJaY1Pzv3H4qPheu4NC4ISpqalljIoUdXGUIzXLdq/1USos8vibKtPIolUqJiYkRLLQUBEEeikVpkkdseJavR8hSHvXRojrWctfXkBmgFm+Iy9TmKInkVzq37Ejk9LkU1i43Rk8vZ72GPTozev0KIgODWdZnKBH+z3PkO2OLDcYcQb7jUKlUilWXyuiVN+Tyz7mPFhfNN6J+XXV6DnjNgUPJpKXJv4MkSU8nKjgEq3/vPWYiZTfX6U5D1Ml5p1EmlXF97jmqdHSiXC1LZDKYOfcttV3D8br+6da58lC7bSsq13fm4PzFZEpyHvOH+T7j/okzfDMu60hbXtqOGwHAqZV/AVAeEzIX2hLvosLBbptIikzIVac0rY3UxCQ2jJnEg9PnGbBwDk0H9gGyZPw/jqKGMl7zLLnif61Y+ve5eAV1LS0qu7yPm76CU0iRsYkxchu3FURpksfXQplWHjU0NFi9erVgoaUgCPJQLEqTPN5FmQG4RzCpZMjvsgewcqiCVpQVWpZaOPSoXai+R098g56uiD/nvD++Nra2osevU7l58CjrRk0k6W1crnrvjqy98ZerH10TPVrN7cTT7feIfhqZI29QPx3GjtDj2x+iuXH70xS4cL+sMIXv2MU1DNGmHXVylfXddY/YwDc0+vm94YOPb8Yn9SsvapqadJgygUfnLuHvfQsAcwz4je5MoC19cCPlz0tUCtekq+cAdPi4AmlR1Y6G3TtxZu1GkmLfAtCnfxfuf5vBpYlHEN8IybNeaVobAJkSCbt+msX5DVvp+MO3dPrxO5REIvbiTZfG+xG3NuLplevF0ndkYDCvQ17mcB30ircMZjX1sWMevT+7j9Imj6+BL28mJyAgIFDExIgjMPxXeUxDwj2CcKUqf3FervqW9lVQTdUhU6xMoxmts9zfFGDF/CEvwzKZ+msMa5aasP9gEucupmLj5AjAiWVrkUryvmdYmCNrAOcJjZGqyrgx91yO9HrOaqxabMyGLQls2Pzp98PC/fyp0bIZSiIRMqmUQCLxxp++uHGI2znKyjKleM8/R7u/emLsaJZLmS0OWo0cjLa+Pkf+tyw7zRRdPKiDMbroowXRwKBQOtCQVTQklQyiSeANCUSTQDwpJJBCAqnEk0yNOh6INgZjsCMQdxyhlg4qfzmiuimam2s/LdyjInNi2Rrevoqky/RJ6JuZsvOnWVi1qktk0Auiw8I/3sAn4nPhCvU6tuPA7P8h+3d38CbP+ZEdLGUQTwlnE5eKrX+BokdQHgUEBEo9seJXqGtpom2gT9LbOK7jz2A5LuS/w9K+CpkSCXpxlVB2yqRqZyf8D8rvrmT9pkR6dNFm3XITarmGY+VYlRhxBCnx8XmWL+yRdblaljh/1wQDPzUSXr7fxTQ1EbFvWzkePk7n2ynRco83L8R+AahraWJawYao4Kwdt51cYxmDsMQQ8X98UPpsvYPbL21o9HNrjvbf/ll9fwyTCjY0HdSH839tJlb8Kjv9MS9pwM8AqKKMMTrY6Fkxbs4Cwk7dIvTEdYzRxQRdjNDBAG3KY4IuGhip6aN3RB3VlDTaMQqApAgp3hvTWThld7HOpyS5vucf4qJe03/BLEb/tQzj8tbcO3a6WPv0uXCF5kP6UaFGdV48fL+utuNFNayZR2/8icg3upKA4lGmj60FBAS+Dj709QjgTQAm6FIFi4/WfWdl7OfljVamMeLroTSa0abQYxg5IRpjIxHzfzfE2tGe8Kf5H0cX5sjaoWdtBlyfSFxgNEYP3x/FqqjA7s3lUFVVoseAKD7XVkD8LAAg298jwDHuIUVGG3I74JZmZHJjwQUce9fBsLLJ53X+ETpP+564yNdc2LQj3zIZZPKKOG7H+7LD9yCqs1uxz+IJ8znEZLYxhDV0ZzFtmEtj1VlsPmTBr4vjMWcUlZmIM9PwiJrFrPF/cCf1eb79fA08uejFmuHjKWdbAT0TY3wvXy3W/kIe+ZAQHUP1Fk1y5f3CHq7jz0ZGU57ifY4Eio4yrTympqYyduxYUlML9l4v8GUQ5KFYlCZ5xIRnKY/vLK7vEIiETBrJ4bLHtIINqhrq3D6SZYQSdigcc2dr7NpXK9QYXoRI+Om3WMYM16NRXRnhfvkrhh3lOLLO8ufoSec9g/A/9JitbsuYMHx8tjwWzDKkUUN1eg+KQhzx+X7wkuPiiY14hdUH9x4TSOE2gTSnep51Hm28SVJkAq7TW312//lRvVljHBu7cvjPpUjS5LvPeXnLLlISEvlm3PA8890H9MLQwjyrTTJ5SxKhvOEJYfgS9tH2S9PayI/QR09Y3n8EJ5atJfj+o2LtSyaV4nvpKjU+cNnzjkykDGcdcaSwnfFy3VX9L1+DPEobZVp5FIlEGBkZIRKV6T+DwiDIQ7EoTfJIjosnNSkp22gmiTQeEkIj7D9a991O2/Nb94gRR6CZYcxLryDcfin87uOaDQlcv5VJ+wo7iQnK24F3XSph/ZEja3V9DbofHY7LD825MOUwR/ttR5qWmS2Pvj21mThOn8nTY7jqXXQWzuF+/lja5zQ0usgT3HHM0yo2M03Crf9dpPqAeuhXMCyycbxDRV2dTlO/w+/qDZ5c9JK7XnpKCmfW/E3dDu0w/9d35Tt0jY1oNXIw13YfyD6eLyylaW0UxJvQMM5v2II0s/idcD++cAXTiuUpZ5s7+lMsSQxgJTYYs4phKBXCzRZ8PfIoTZTpv7Samhpz5sxB7V//UwIliyAPxaK0ySNW/ApDq/fH1Nfxl8tZuKVDFWIjXpESH4/4WQCW9lW5NvsMli4VqNhKfottyLKxmbfRCm3ltwz1zFsx6US9Ao+sjR3NGHTre6xcK7LP4y9uLboEvJdHPWct1i03ZsuORFavz+1G5nMQ+wVg5fhf5dEXXTSpR6U869xfd53U2GQaTiv63cfmQ/qhb1aOQwuWFLrujQOHiX4ZTvuJY3Kke0wcQ2aGhDNrNn7yuErb2lAEAm7eIS05OYfD8A95hpjRbKAdtZlKRyBL0W8zeuhH2xbk8eUp08qjgIDA10NMeASGFubZ//fGH0uMqPCRe1RW9lUQ+2Xd9xP7BWDpUIUXZ58hvhnySbuPUoPqXBR3YMQAFTatNaFlMw0+3BAp6Mi6SkcnBt74jsz0TDbXX0LwmZwGBOpqyezaZNoiiRkAACAASURBVIjvswzGTfo8A5m8CPcLQNfYCF0T4+y0h7wghkSakfcxviQlg1uLLlFjSAN0rYouyoyhpTkthw3kytZdvH4RWuj6UkkmJ1eso1pTt+zoKtbV7KnXyYPTq9bna8wkUDxI0tJ4du0mTs1z33t8x2keMoeDTKEDIyp1Y9K+Lbj27IKBWbkvOFIBeRCURwEBga+C2IhX2XceIcsViBTpR/09WthXIfxfY5FwvwD0TIzRNTbi+pyz2LjbYeNuV2D9/2LtaM8hL0t++i0Wl/rqnD5sTpCPNfN+M6S7vW3eR9ZKSrj90oZuh4fx4pw/21yX8TbwTY4iysrg7nIAbS0levSPIjW16MLIvUP8LGs39MN7j1JkXMaXFjjlW+/+6ms8O/AQZfWic+DRccq3JMfFc3bd5k9u4+Hp84Q+9sXz+3EoKSnReer3RAYG473vUJGNU0B+fC5coUItJ/RM8/9Bt5yTeNm+YrbYA+XLL1ncYxBvI6O+4CgF5KHMK48pKSklPQSBDxDkoViUJnl8GGUGII5knhBWoPKoa2yEnolxtqWx2P9fi2OHqjw/9oTI+2GF3n20cqxK2NPnLFwWT7W64TRqIebIiWSGD9Zh9y0ZGpf+wnlUBKYmWa9fNR11uuwfTJNZ7fD69SQHu28mPfH9PUaRCMzKKTN3pi5mJi8YOPItoS+L545aTHgEKfEJue49XuAJtamQbzi59MQ0jvbbztugotkNtXWuRc3WzTm6aAXpn/kMHluyigo1q9N3/kxsnWtx+M9lRXLHrzStDUXB98p1MiUSqjfLe/dRQ0ebQYvnEbK3OS/1Eun4eyIa0ZI8y/4XQR5fljKtPKampjJu3DjBQktBEOShWJQ2ecSII9DQ1kZLXy877Tr+NCpAeXwXy/ndsXVseAQpCYnZO2/X55ylYquqWDbMfck/L7QNDTAwN8thaX3rbjrfTonBuupLQvp9w8swCQvmGBLqZ8ORAxaseNiJLq2U0Fmzhg6qt9m0xpiTB824e9WS8AAbUqMrEB5gw/hR2vw4I5oz54v3uDX8WUCOnUfIMpoRIaIpjsXa9ztePHjMponTuH/y7Ge3FXj7Hk+veuPc/ht8Ll4h4Mbtj1f6CKVtbSgKKfHxBN15kCPazDssqtrx3e5NVHGpx/ofp9Ex6jdUEbGJMah+JIShII8vT5lWHkUiEU5OToKFloIgyEOxKG3y+K+7Hsi692hLOf7f3r3HRVXn/wN/zZUBRBO8IOIl75LZam0ahC3mppuapVuWPzfRzS6oaay6bqtddtV2Ndn2a7JbUkq55W6Zka4Va7ipSVqtZqDiXZERUAYVEOb++8OYODJDw23O+Zx5PR8PHtmHw5nPmxejH845n8+nC7zPBI7p3wc1lVWwFJkBAG63G+ajxzwzsAs2f4cLeef9vvrY9fvB6LlD9Rc7vtnWC+22/hSPTa1Ct/6FSF1kQZ+hUfh1h32YghzMuq8GE8aFoVdPPa5UuLA7twbpr1/BU/PKcP/kEtx653ls/7x7q+dhPnLMU0etYlzCYRQhqYFb1y3J7XIhL+fzFjvf1lWv4vS33+Gjlatb5HyivTeUJG/HTvQZditMbcI9bbeOG4OnN2TAVl2Nv0yejvwdu3Ae5XgU6TBAh/YIb+CMzEMOQf2dNhqNSE1N5QwthWAeyiJaHtcvFA5cGzxaYcfTGOP1a7r274vzR4/DXWcrQsngye3GnmX/Qe974xB9a7cf7UPXgf2uDUa9bPVWd5Z1mcWFbHM3vNXz1xj5+w5oF3MG7WPPYuDQItw1phiTH72AuQssWLbyMt7IrMTWT6pRcEwTkDzMBUcR1T0WIWFhkvYdyEeSj0kzSld8/CRWT30cZYU/voajP0R7byhJ/o5d0BsMGJAwHHqjEZOWLMSUl57HgU+24/+mPi7ZJvEbnMRoLEcpGr7azjwCL6gHj0SkHlWXLsN6tVry3GMZKrEE/8JM3I1xGFrva2IG9PNMlqllPnIMHXp0gzHUBAA48q8DKCsoRfzin/9oH7oO6IeigqOSwSgAaKCRzLIOaWfCmNcfxImPD2Pnq1+jqqrlJ780VdGRY9Bqtehy3fqIOchDF7THAMTI1DNSg/LzxTh3qADDfjkBszL/hp9OuBf/fG45/vncMr8XgSf5cfBIRKpRbj7vWSi81pvYgSx8jb8iWbJsj8EUgo49usF83U4wRQVHodVqPYtLu11u5C7fjn7334yONze83WHswP4oOlR//cahkM6yvjvtfhgjTPjk8X81qc7WVHLiFBx2O2Kue+7xSxxDNWwNzrom8kfejp3oN/ynCL/hBqz+1ePYt3mL3F2iRgrqwaPb7YbZbK53lYDkwTyURcQ8LF4GjwAwD5mwoBIZeAJGXFtOJrpPb2h1OpgLpPsYl5w4Dafdga51ZhwfeucbXDpZhvjf+776GBIeho49u3vdlrDuLeteYwZg8Ixh+Cz1Q1Scu+R3bYHKw+lwoOT4qXrPPdbAjj046nOrwmAi4ntDSXL/tRnZf3sDf5mc3OAe8P5iHoEX1INHq9WKxYsXw8pL5YrAPJRFxDyu32WmVgWq8RheQxxi8RwmAbi2lqHL6cT54yclxzpsNpScOi258uZyuJD70nYMePAWRA3wvmBx7SSboiPSyTJ1b1kb2oZgzNrJOJVdgINv7G1UbYHMo6jgaL0rjwDwX+TjDvRDKIL72TIR3xtKUmkpx6fpGai+0jI7JDGPwAvqwaNOp8OIESOg0zW8DAAFBvNQFhHzsBR5v/IIAN/iDJ7He3gSP8cv8BPE9O+L0lNnvD5nZT5yDF37SwdP32V+hYqiy7jjWe9XH7sO6Ae71YqSk6cl7XVvWY9cNQEhbU34+LGNja4tkHmYjxxDl77XrszWlYN8mGDAcD+2fVQzEd8basY8Ai+oB48GgwHJyckwGAxyd4XAPJRGxDws5vMwtQlHaNsIr5/PQA624BusxnTERfaF+ehxr8cVFRxFl359oKmz9IfL7sSXf85B3JSh6JHUp97XdB3YD+ePnYDLIV2AuvaW9fl7NLjlseHImf8RrhT6f7u6ViDzKCo4BkNICDr27C5pL4AZZlgwMshvXYv43lAz5hF4QT14JCJ1KTcXA4DPq48AMBfrcRnVmPJmGErzj3k9xnzkGIyhJnToHitp/zbjSxR+fgIPb38Kd700DlrDD1c6Ygf2r/f8Vu0t6y0R+zEm4yGc+k8Bvl2b29TyAqZ2EtH1i4UD164+8rlHouDGwSMRqYa3tR6vdwXV+E2nDxBVYMOE/0R6PaZ2u8Lrb107rQ5s/Pnf8N/f/Ru3/+ZneDR3LiL7d4LOYEDnXjfWGzzW3rI+vDIUITeE4pOZ/2xOeQFTU1mFsnNF6Dqgf73P7UA+BqArYnwsvE5E1yQkJOC9997D8ePHUVVVhXHjxkk+f9999yErKwtnzpxBVVUVBg8eXO8cH3/8MaqqqiQf69evD1AFvgX14NHlciEvLw8ul0vurhCYh9KImEelpRy26hrJLjPeWG4Jxze/6YyHzw/GGNxS7/NXL19B+fliz/aFdbldbuxdkYO3hr8CQ7gR0//3G4xYfO0q5PWTZe7HbThw92V0eSIOOxZsweUz5U2uLdB5FB055nXSzE4chgsu/EzQBcNbgojvDTVTah7h4eH47rvvkJqa6vPzubm5eO655xo8z5tvvolevXp5Pp5++unW6G6j6OXugJxsNhvS0tLk7gZ9j3koi6h5WMznJQuFexMzoC/23uPChT//D6sxA0l4EedgkRxj9jF4qlXyv3NYN3QVRq6agGHPjcDly0dwqbzY83kNNBjT5lZsfsOOMzlnceD15t2uDnQe5oJjSJzyYL32clRhP05jJAbhHXwRsP4oiajvDbVSah7Z2dnIzs72+fl3330XANC9e3efxwBAdXU1SkpKWrRvzSXb4NFkMnl+S3A6nbDb7TAYDJLZUg6HAw6HA0ajUbJnpd1uh9PpREhICDQajafdZrPB5XLBZDJJXstXu8PhwLhx47B9+3Y4HA5Pe01NDbRarWSrI7fbDavVCp1OJ3ko1+VywWazQa/XQ6//4dspV03e+i5KTS6XC7/4xS/w2Wef/WgeotQkck6+8lB6TZeLSxDV9douKL5y6jawP4qPn8TfQ97FJ9ZFyMATGIcV0Jt+6EvJiVO4bcK9Ddakd+uwM3UrYtrFofMkDaZ9PQ8fP/ZPnNt+AkNdPXF8RTjsUVex7WcbodfpmpWT2+3GmDFjsH37djidP0zKaa2fvQsnTiG8/Q1o17kjKi9aJDnttB1BsusuGHUGyXOfwfJ+0uv1+PnPf44tW7ZAq9WqoiZA3Jz0ej3uuecefPTRR9BoNK1SU92vjYiIkLyG1WqFzWZDa3nooYcwefJklJaW4j//+Q+WL1+OysrKVns9f8g2eHzllVc8/yDt2rUL69atw9SpU5GYmOg5JisrC1lZWZg9ezYGDfphV4P169dj586dWLJkCWJiftgqKy0tDXl5eVi1ahVCQ0M97YsXL4bFYkF6erqkD6mpqbj//vtx3333edqqq6sxa9YsxMXFSS41m81mLF68GAkJCUhOTva05+XlIS0tDWPHjsWECRM87XLVlJKSgsjISCxdulS4mv74xz9iwoQJktcUvSaRc3r11VcxYcIEjBkzBiEhIcLUVNUjGhds1QDgM6cBt9+GEMsVDPvbKpw64cYdy27AC7oHEZN+D+ByQ+MCHG0jUB3aHrf0uwW/eXI2NC5A4wKsV2sw97n56D6wN1J/c62mK716onp3GU7U5OOXWx5Du8NGDHxXhy+fqgber8Tl05Z6P9uNzekf//gHJkyYgGHDhiE6OrpeTS39s+cy6nEZQEz/fujYXyfJ6dKnJ9D+n+FIiZ+CwdPvanJNIr+fTCYTPv74Y6SkpKimJpFzCg0NxbZt2/DII4+0Sk3Lli3z/PnkSenasMuWLcPy5cvRGv75z3/izJkzKCkpQVxcHF588UXcfPPNGD9+fKu8nr80YWFhAVuSPSwsDBcuXAAAREVF4erVqwDk+y0IANLT05GamoqamhpPG3+zk6cmjUaDNWvW+JWHKDWJnJNWq8Wrr75aLw+l15T46MO4K3kKFsff4zUnU0Qb/HH3p9j47B/w3X92AABmWEfgD+6H4IILWj8fBbfDiXJUoVxThbY/uRFnLWdx+MxhWFLawvnyjdCE6qD/vAIrRi+DzWptdk46nQ6rV6/GM888I1kMuTV/9n7/nw/x+YZ/YkfGW5KcNE4g374Cf9dux/8Zf7gtFyzvJ5PJhLS0NKSkpMDlcqmiJkDcnOrm4XQ6W6UmvV6Piopri5r36tXLM34B/LvyWFVVhcmTJ2Pr1q31Pte9e3ccPnwYd9xxBw4ePNjgeX7yk5/giy++QEJCAg4cONDgsa1JtiuPNTU1kn+QgGth2u32esf6CsXXavLXn9dXe+0Ph7e+uFwur+dxOp2SW0a1an9ArxfomgDffVd6TU3JQ+k1NdSu9JoayqO23d++B7KmC2cKERoRAVNEG9RU1L+1U7sTzJm8Q54+pSMbZ3ERkWgDB5xwwAUnXPjlH5/FgR07cDDnv552N9xoi1BEIQKRaIPYiBjExwyA60Q1foIeiExvA01OCA4udOP1P2yC7fvva3Nzqs3DarX6nYevdn9zKvp+sXRvOe3EEYxwDcSKmo+aXFOtYHg/NdR3X+2sSTk1hYWFef5cUVEhGTwG0oEDB2Cz2dC7d+/gHDwqgdPpxK5du7z+YFLgMQ9lETUPy/fL9UTGdPEsuVNXzIC+sFXX4MKZQkn7Vvyv3rHR3cy4PLo9Ps7x/Zf00BGj4XopFr+Pn44afD9YPQJoZ2jgQsvd2JEjj6KCoxg0coTXz+1AHv6M/4cIhKIC1QHrkxKI+t5Qq2DKIy4uDkajEcXFxT9+cCsK6qV67HY71q1b5/W3FAo85qEsoubhGTz6WK6na/9rO8G4/VjWw1xwzOtyPZLzDeiHi4Xn6l3lbMmBIyBPHkVHjqJDt1iY2oTX+1wO8qGHDiMwMGD9UQpR3xtqpdQ8wsPDMXjwYM/6jT179sTgwYMRG3tt84H27dtj8ODBGDjw2nuob9++GDx4MDp37gwAuPHGG7Fo0SIMGTIE3bt3x+jRo/H222/jwIEDyM2Vd7OBoB48GgwGTJ8+nVsaKQTzUBZR86gsK4e9xor2Xbwv1xPTv4/XK5LeFB05ho49u8MYWv956VredpZpDXLkUZh3GAAwcERC/c+hDMdRHJRbFYr63lArpeYxdOhQ5ObmegZ6f/7zn5Gbm4slS5YAAMaOHYvc3Fx88MEHAIC33noLubm5+PWvfw3g2q32n/3sZ8jKysKBAwewcuVK5OTkYNy4cbKvaRnUg0edTofExERupq4QzENZRM6j/Hwx2nu58li7E4y/g0dzwVFotVpE9+nl85iYAX0DMniUI48Lp8/i0Odf4J4nZ0Dr5XWDdatCkd8baqTUPHbt2oXw8PB6H0888QQAYMOGDV4/Xztzu6ioCGPGjEH37t0RGRmJwYMHY8GCBSgvb/pmAy0lqAePRKROlqLzXve3ju59I3QGPcxH/Bs8Fh8/BafD4fPWdWTXLghr27bezjJq8vHq19Dpxh64bfwv6n1uB/LQHR3QG51l6BkRyYWDRyJSHYvZ++Axpn8fuFwunD92wq/zOGw2lJ46U2+P61pdB17b+zkQVx7lYi44hgOffoafPzUDuutuC+7BUdjgCMqrj0TBLKgHjw6HA1lZWV6n+1PgMQ9lETmPcvN5tO9a/5nHmP79UFZYBGsjltkoOnLU5zaFXQf2w+XSC6gos3j9fEuSM49P16zFDZ07YfgvpQv4V8GKvTgWdM89ivzeUCPmEXgcPPIHTjGYh7KInIel6DzC2ratN0s4ZkBfv593rGU+cgxd+vaGRlv/r8uuA/qh6EhgrjrKmUfpqTP4ZusnGPV4cr3JQznIRwIGwBhEK7+J/N5QI+YReEE9eDQajUhNTa232j3Jg3koi8h5lJ+/tgZa+xjp1ceY/n0aPdgzFxxDSFgYorp1rfe52IH9AzZ4lDuP7L+9gbB2bZHwyC8l7TuQj3CEYBj6yNIvOcidBUkxj8AL6sGjVqvFoEGDJFsWkXyYh7KInIel6IeFwmu17xKNsLZtYS443qhz1V6p7HrdpJmIDlFo27EDig4FZrKM3HlYis5j76aPMHLGryRXdPNxDiW4jJ8F0a1rubMgKeYRePxOE5HqVJZZYLda0b7O4LH2uUVzQeOuFFZduoxLxSWebQ1rdR14bTAZqCuPSrD99fUwhITgrkcf8bS54cbnOMRJM0RBhINHIlIdt9uNcnOxZJeZmP59UVV+CZdLLjT6fEVHjqHrdZNmug7oh6tXrniucgaDKxcu4ouNmzDi0YcRfkM7T/sO5GMwuqMj2srYOyIKlKAePNrtdqxfv15xWxoFK+ahLKLnUW4+L73y2L9vo29Z1zIXHKt/5XFAv4Au0aOUPHLeeAsAkDTjV562HcjHHhQgCm3k6lZAKSULuoZ5BF5QDx6dTid27twZFJupi4B5KIvoeVjOF0smzMT074OiRt6yrlV05CjadeqINlHtPW2xcYGbLAMoJ4+qS5ex8+1/4s5Hfom2HTsAAC6iAvdhJY7ALGvfAkUpWdA1zCPwgnrwGBISgqVLlyIkJETurhCYh9KInkd5UbFnwoypTTg6dIv1e2eZ69V+XUy/a1cfQ9tGICq2K4oOB25nGSXl8XnmO7BbrRj1eLLcXZGFkrIg5iGHoB48ajQaxMTEQKPRyN0VAvNQGtHzsJjPI/yGdggJD0OXfteWkTEfbdrg0VJkRk1llee5x9pb2IG8ba2kPGoqq7Bj3QYMm3RfveWQgoGSsiDmIYegHjwSkXqVfz+RpX1MF8T073ttq8GTZ5p0Lrfbfe25x++X6+k6sB9s1TUoPX22xformt3vvIerl6/gnqd+LXdXiCjAOHgkIlWymH9Y67Fr/74oPn4KzmbsQGE+etxzxbHrgH4wHz0Gt8vVIn0Vka26Bp+tzcRt43+BTjf2kLs7RBRAQT14tNlsSEtLg81mk7srBOahNKLnUXGxDA6bDZFdo69tS9jEW9a1zEeOolPP7jCYQq7tLBPAW9aAMvPIfe9DXC69gNEpj8ndlYBSYhbBjHkEXlAPHl0uF/Ly8uAK4qsHSsI8lEX0PNxuN8rPlyAqNhbRfXo1ebJMraIjx6DV6dB9UBw63dgjoJNlAGXm4bTbkf23N/GTMaPq7cCjZkrMIpgxj8AL6sGjyWTCmjVrYDKZ5O4KgXkojRryKDefR/+EYTCEhKCooHmDx+IT12573zr+F9DqdAHfWUapeXz90TZcOH0WY2Y/LndXAkapWQQr5hF4QT14BIDQ0FC5u0B1MA9lET0PS9F5dO7VEwBw/mjTFgiv5bBaUXrqDH4y5m447Q6cP3ayBXrYOErMw+V04tP0DMTdlYDug4Nni0IlZhHMmEdg6eXuABFRa6mdNGMpOo/qKxXNPp+54Bi69O2NoiNH4eRuFh4HPtkOvdHQ7EcDiEgMQX/lkYjUq/z7waO5iTvLXK92cBToW9ZK53a78VXWNjg4YYEoKAT14NFms2Hx4sWcoaUQzENZ1JBHubkYAJq8p/X1ap+bDPRMa0AdeagFs1AW5hF4QT14dLlcsFgsnKGlEMxDWdSQx4WzhXA6HDjzXX6LnK8w7xDOHSrA0dx9LXK+xlBDHmrBLJSFeQReUA8eTSYT0tPTOUNLIZiHsqghj8qycrw09kEc2ZXbIuerqazCXyYno/RU03aqaQ415KEWzEJZmEfgBfXgkYjUr/bWNRERtQwOHomIiIjIbxw8EhEREZHfNGFhYe5AvVhYWBguXLgAAAgPD8fVq1cD9dI+mUwm1NTUyN0N+h7zUBbmoSzMQzmYhbK0dh5hYWGoqqoCAHTs2FER4xc5BfWVR61Wi8jISGi1Qf1tUAzmoSzMQ1mYh3IwC2VhHoEX1N9po9GIpUuXwmg0yt0VAvNQGuahLMxDOZiFsjCPwAvqwSMRERERNQ4Hj0RERETkt6AfPFZXV8vdBaqDeSgL81AW5qEczEJZmEdgBf1sayIiIqKGcLa1VFBfedRqtRg0aBBnaCkE81AW5qEszEM5mIWyMI/AC+rvtNFoRGpqKmdoKQTzUBbmoSzMQzmYhbIwj8AL6sEjERERETUOB49ERERE5LegHjy63W6YzWa43QGbM0QNYB7KwjyUhXkoB7NQFuYReJxtTURERNQAzraWCuorjzqdDiNGjIBOp5O7KwTmoTTMQ1mYh3IwC2VhHoEX1INHg8GA5ORkGAwGubtCYB5KwzyUhXkoB7NQFuYReEE9eCQiIiJqDQkJCXjvvfdw/PhxVFVVYdy4cZLP33fffcjKysKZM2dQVVWFwYMH1zuH0WjEyy+/jDNnzqC0tBT/+te/EBMTE6gSfOLgkYiIiKiFhYeH47vvvkNqaqrPz+fm5uK5557zeY4VK1bgvvvuQ3JyMn7+85+jTZs22LRpk+wLoutlfXWZuVwu5OXlweVyyd0VAvNQGuahLMxDOZiFsig1j+zsbGRnZ/v8/LvvvgsA6N69u9fPt23bFtOmTcNjjz2GHTt2AABmzJiBo0ePYuTIkdi+fXvLd9pPss22joqK8sxWcjqdsNvtMBgMkgdeHQ4HHA4HjEajZJRtt9vhdDoREhICjUbjabfZbHC5XDCZTJLX9dVeU1MDrVZbb1V6b+1utxtWqxU6nU7yXIXL5YLNZoNer4de/8NYnDWxJtbEmlgTa2JN6qhJr9ejoqICANCrVy/JbGur1QqbzYaGVFVVYfLkydi6dWu9z3Xv3h2HDx/GHXfcgYMHD3ra77rrLmzbtg1du3bFpUuXPO1ffvkltmzZgmXLljX4mq1JtiuPr7zyChwOBwBg165dWLduHaZOnYrExETPMVlZWcjKysLs2bMxaNAgT/v69euxc+dOLFmyRHLvPy0tDXl5eVi1ahVCQ0M97YsXL4bFYkF6erqkD08//TQeeOABJCUledqqq6sxa9YsxMXFSS41m81mLF68GAkJCUhOTva05+XlIS0tDWPHjsWECRM87XLVlJKSgsjISCxdulS4ml544QX89Kc/xdixY1VTk8g5/fWvf0XPnj0xevRoyV+kItckck5vvfUW2rVrh9tvvx1dunRRRU0i53T8+HGsWLFCVTWJnJPZbMYLL7zQajXVHaidPHlSUteyZcuwfPlytLTOnTvDarVKBo4AUFpais6dO7f46zVGUF95BID09HSkpqaipqbG0ybCb0Fq/M1Oo9FgzZo1fuUhSk0i56TVavHqq6/Wy0PkmkTOSafTYfXq1XjmmWdgtVpVUZOoOZlMJqSlpSElJQUul0sVNQHi5lQ3D6fTqZorjw899BD+/ve/IzIyUnL8li1bcPLkScydO7fB12xNsl15rKmpkfyDBFwL02631zvWVyh1/wK9/tz+tNf+cHjri8vl8noep9MJp9NZr732B/R6ga4J8N13pdfUlDyUXlND7UqvqaE8atv97btSamqo777alVJTbR5Wq9XvPHy1K6WmWmrKqRZrUldNYWFhnj9XVFQEZJHwkpIShISE4IYbbpBcfezYsSO+/PLLVn/9hnC2NREREZHC7N+/HzabDSNHjvS0RUdHIy4uDnv37pWxZ0E+29rpdGLXrl1ef6uhwGMeysI8lIV5KAezUBal5hEeHo7evXt7/r9nz54YPHgwLBYLzp07h/bt26Nbt26eZ5j79u0L4NoVx5KSEly5cgWZmZl46aWXYLFYUF5ejuXLlyM/Px85OTmy1FSLe1sTERERNaApe1snJibik08+qde+YcMGPPHEE5g6dSpee+21ep+vOwEnJCQEy5Ytw0MPPYTQ0FD897//xbx581BUVNTMiponqG9bGwwGTJ8+nVsaKQTz0Mdz2AAAIABJREFUUBbmoSzMQzmYhbIoNQ+Xy4Vt27bh/PnzAIDJkycjPDwcTzzxBIBrg8jw8HDJx+jRo3HvvfeirKwMeXl5mDp1KubPn4/u3bujY8eOePDBB3HvvfciPz8fZWVl2L17N+Lj4wNeW1APHnU6HRITE7mZukIwD2VhHsrCPJSDWSiLUvP4sR1mrtejRw988MEH2LNnD+Lj47Fy5Uq8/PLLkiWJJk2ahBUrVmDFihWIj4/Hnj17sHnzZsTGxrZWGV7J9sxjhw4dZL9tbTKZYDKZ0KFDB5+zxShwmIeyMA9lYR7KwSyUJRB51J1t7a8f22Hmeo899hgKCwuxcOFCAEBBQQGGDh2KuXPnIisrCwAwZ84cZGZmIjMzEwCwcOFC3H333Zg5cyaef/75RvexqQL6zGO/fv2wf//+QL0cERERUYu68847cfz4cc//N3edx1qffvopDh48iAULFnjaxo8fj7fffhsdOnSARqPBxYsXMXXqVGzZssVzzMqVK3HzzTdjzJgxzaiqcYL6tjURERFRY+zevRvFxcWej/nz57fIeTt37oySkhJJW2lpKQwGAzp06ICoqCjo9XqUlpZKjikpKQn4jjMBvW197tw5z5/79OmD8vJyAOpb7V7NNel0OrzyyitYtGiR5/aA6DWpMSdfNen1+nr5iV6TGnPyVZPBYKiXn+g1qTEnXzUZjUa/8xOlJjXm5GuHmdqBnbcdZlpLbd/cbrfkz9cfc31ba5Ptmcfy8nJYLBa/jvX1bGRLtctB1JpMJhMcDgcsFku9Z0tErakhaqspEPnJQW05Ad770pL5ySFYcvLV3pT85BDsOXlrD8QOM96uIHbs2BF2ux1lZWXQaDRwOBz1junUqVO9q5GtTbbb1kpbzJP8o9TFWMk/zE9szE9szI8asm/fPiQlJUna7r77bvzvf/+Dw+GA3W7H/v37JTvOAEBSUlLAd5zhIuFEREREDWjKIuF1d5jJzc3Fb3/7W+zcudOzw8yLL76ImJgYzJw5E8C1pXq++uorvPnmm1i3bh2GDRuGv/71r0hOTvbMtp40aRIyMjIwd+5c7N27FzNmzEBycjJuu+02FBYWtlL19cl25VFpi3mSf5S6GCv5h/mJjfmJjfkFl6FDhyI3Nxe5ubkAgD//+c/Izc3FkiVLAFzbp7ru+oxnzpzBxIkTkZiY6Blszp8/3zNwBIBNmzZh4cKFWLRoEXJzc5GQkICJEycGdOAIyHjlMSoqyu9nHkk5TCYT0tPTkZKSwvXNBMT8xMb8xMb8xNWUK49qxqV6iIiIiMhvHDwSERERkd9kGzw6HA65XpqaweFwICsri/kJivmJjfmJjfmRWnC2NREREVED+MyjlGxXHq9fYZ7EYDQakZqayvwExfzExvzExvxILWQbPNbdJojEodVqMWjQIOYnKOYnNuYnNuZHasGfYCIiIiLyGwePREREROQ32QaPdrtdrpemZrDb7Vi/fj3zExTzExvzExvzI7XgbGsiIiKiBnC2tZRsVx5DQkLkemlqhpCQECxdupT5CYr5iY35iY35kVrINnjUaDRyvTQ1g0ajQUxMDPMTFPMTG/MTG/MjteCEGSIiIiLyGwePREREROQ32SbMREREoLKyMlAvTS1Eq9UiLi4Ohw4dgsvlkrs71EjMT2zMT2zMT1ycMCPF2dZEREREDeDgUUq229Ymk0mul6ZmMJlMWLNmDfMTFPMTG/MTG/MjteAzj9RooaGhcneBmoH5iY35iY35kRpw8EhERETUCmbOnIn8/HyUlZVh9+7diI+P93nsxx9/jKqqqnofmzZt8hzz2muv1fv8jh07AlGKhD7gr0hERESkcpMmTcKKFSswb948fPnll/j1r3+NzZs349Zbb8W5c+fqHT9lyhQYjUbP/0dGRuLLL7/E5s2bJcdlZ2fjySef9Py/zWZrvSJ84GxrahStVovo6GgUFxdztqCAmJ/YmJ/YmJ+4mjJh5r///S8OHDiAefPmedq++eYbbN26Fc8///yPfv2sWbOwePFi9O7d2/N6r732Gtq1a4eHH364iZW0DNmuPBqNRs9Dw06nE3a7HQaDATqdznOMw+GAw+GA0WiEVvvDHXa73Q6n04mQkBDJSv02mw0ul6vew8i+2mtqaqDVaiUjfV/tbrcbVqsVOp0OBoPB0+5yuWCz2aDX66HX//DtVHNNFRUVkvOooSY15uSrpsrKSsn51VCTGnPyVVNVVZXkddVQkxpz8lXT1atX/cpPpJrUmNP1fa/7tREREZLXsFqt9a7+GQwGDBkyBKtWrZK05+TkYNiwYfDHtGnT8P7779cbqCYmJuL06dO4dOkSdu/ejRdffNFzYS5QZBs8vvLKK3A4HACAXbt2Yd26dZg6dSoSExM9x2RlZSErKwuzZ8/GoEGDPO3r16/Hzp07sWTJEsTExHja09LSkJeXh1WrVkkeSl68eDEsFgvS09MlfUhJSUFkZCSWLl3qaauursasWbMQFxeH1NRUT7vZbMbixYuRkJCA5ORkT3teXh7S0tIwduxYTJgwwdOu1preffddvP7666iurlZNTWrMyVdNn376KdauXev5DVoNNakxJ1817du3DxkZGaioqFBNTWrMyVdNx48fxxtvvIHLly+rpiY15uStpmXLlnn+fPLkSUldy5Ytw/LlyyVtUVFR0Ov1KC0tlbSXlJRg1KhR+DG33norbrrpJjz11FOS9uzsbHzwwQcoLCxEjx498Nxzz2Hbtm1ISEgI6O1r2W5bd+3aFRaLBQB/CxKpJp1Oh/T0dKSmpqKmpkYVNakxJ1816fX6evmJXpMac/JVk8FgqJef6DWpMSdfNRmNRr/zE6UmNebkre96vd7zS1uvXr0kVwO9XXmMjo7GiRMnkJSUhH379nnaFyxYgEceeQRDhw5FQ/7v//4Pw4cPx+23397gcdHR0Th8+DCmTZuGjz76qMFjW5JsVx5ramo8b55adrsddru93rG+RtNWq9Xnuf1td7lcjWp3Op1wOp312mt/QK+ntppq35Te8hO1JkB9OQHea6r9y9ZbfqLWBKgvJ8B7TbX/iHrLT9SaAPXlBPiuCfA/P1FqUmNO1/clLCzM8+eKiooffeaxrKwMDocDnTt3lrR36tSp3tXI64WGhuKXv/yl5AqtL8XFxTh79iz69Onzo8e2JC7VQ0RERNSC7HY79u/fj5EjR0rak5KSsHfv3ga/dtKkSQgJCcHGjRt/9HUiIyMRGxuL4uLiZvW3sbg9ITWayWTy+ZsmKR/zExvzExvzE1NTZltPmjQJGRkZmDt3Lvbu3YsZM2YgOTkZt912GwoLC7F27VqYzeZ6M6+zs7NhNpslz3oC18ZNv//97/Hhhx+iuLgYPXr0wAsvvIBu3bph6NChAV3BRrbb1nWfPSBxaLVaREZGcqkJQTE/sTE/sTG/4LJp0yZERkZi0aJFiI6OxqFDhzBx4kQUFhYCAGJjY+v9HPTp0wcJCQkYP358vfM5nU7cdNNNmDJlCtq1a4fi4mLs3LkTjz76aMCXPpTtymNUVJRnwgyJw2QyIT09HSkpKfztWUDMT2zMT2zMT1xNufKoZrz8R0RERER+4+CRiIiIiPzGwSM1Wt0Fwkk8zE9szE9szI/UgLOtiYiIiBrAZx6lZLvyyNnWYtJqtRg0aBDzExTzExvzExvzI7WQ7Sf4+u2JSAxGoxGpqanMT1DMT2zMT2zMj9SCv/4QERERkd84eCQiIiIiv8k2eHS7AzZPh1qQ2+2G2WxmfoJifmJjfmJjfqQWnG1NRERE1ADOtpaS7cqjTqeT66WpGXQ6HUaMGMH8BMX8xMb8xMb8SC1kGzwaDAa5XpqawWAwIDk5mfkJivmJjfmJjfmRWnDCDBERERH5jYNHIiIiIvKbbINHl8sl10tTM7hcLuTl5TE/QTE/sTE/sTE/UgvOtiYiIiJqAGdbS8l25VGv18v10tQMer0eEyZMYH6CYn5iY35iY36kFhw8UqPwLz+xMT+xMT+xMb/gM3PmTOTn56OsrAy7d+9GfHy8z2OnTp2Kqqqqeh8hISFNPmdr4YQZIiIiohY2adIkrFixAitWrEB8fDz27NmDzZs3IzY21ufXXL58Gb169ZJ8WK3WZp2zNXDwSERERNTC5syZg8zMTGRmZqKgoAALFy7EuXPnMHPmTJ9f43a7UVJSIvlo7jlbg2yDR6fTKddLUzM4nU7s2rWL+QmK+YmN+YmN+QUPg8GAIUOG4LPPPpO05+TkYNiwYT6/rk2bNjh8+DCOHj2K999/H7fcckuzz9kaZHvwQqfTwWQyAbj2hrLb7TAYDJJtmxwOBxwOB4xGI7TaH8a5drsdTqcTISEh0Gg0nnabzQaXy+U574+119TUQKvVwmg0/mi72+2G1WqFTqeT7A7gcrlgs9mg1+slz7GouaYNGzZAp9N56lJDTWrMyVtNdrsd//jHPyT5iV6TGnPyVZPdbsc777wjyU/0mtSYk6+a7HY73n33Xb/yE6UmNebkre91vzYiIkLyGlarFTabTXJ8VFQU9Ho9SktLJe0lJSUYNWoUvCkoKMATTzyB/Px8REREICUlBdu3b8fw4cNx4sSJJp2ztcg2eHzllVfgcDgAALt27cK6deswdepUJCYmeo7JyspCVlYWZs+ejUGDBnna169fj507d2LJkiWIiYnxtKelpSEvLw+rVq1CaGiop33x4sWwWCxIT0+X9CElJQWRkZFYunSpp626uhqzZs1CXFwcUlNTPe1msxmLFy9GQkICkpOTPe15eXlIS0vD2LFjMWHCBE+7WmvasGEDXnrpJURGRqqmJjXm5Kumbdu2IS0tDWFhYaqpSY05+aopNzcXa9askfxDJnpNaszJV00FBQXIyMiQDDREr0mNOXmradmyZZ4/nzx5UlLXsmXLsHz5cnjjdktXQ9RoNPXaan311Vf46quvPP+fm5uLPXv24Mknn8SCBQuadM7WIts6j127doXFYgHA34JEqkmn0yE9PR2pqamoqalRRU1qzMlXTXq9vl5+otekxpx81WQwGOrlJ3pNaszJV01Go9Hv/ESpSY05eeu7Xq9HRUUFAKBXr16SdR69XXk0GAy4ePEipk6dii1btnjaV65ciZtvvhljxoyBP1599VV07doVDzzwQIudsyXIduWxpqbG8+apVXtb5nrXh1Kr7gyk68/tb7vL5WpUu9Pp9Pq8Su0P6PXUVlPtm9JbfqLWBKgvJ8B7TbV/2XrLT9SaAPXlBHivqfYfUW/5iVoToL6cAN81Af7nJ0pNaszp+r7UvVtTUVHxo4uE2+127N+/HyNHjpQM9JKSkvDvf/+7wa+ta/DgwcjPz2/Rc7YELjZFRERE1MJWr16NjIwM7N+/H3v37sWMGTPQrVs3ZGRkAADWrl0Ls9mM559/HgDwu9/9Dl999RWOHz+Otm3b4qmnnsLgwYPxzDPP+H3OQJFt8OjtNwZSPofDgaysLOYnKOYnNuYnNuYXXDZt2oTIyEgsWrQI0dHROHToECZOnIjCwkIAQGxsrGSf8xtuuAGrV69G586dceXKFXz77be455578M033/h9zkDh3tZEREREDeDe1lKyrfN4/QOzJAaj0YjU1FTmJyjmJzbmJzbmR2oh2+Cx7qwnEodWq8WgQYOYn6CYn9iYn9iYH6kFf4KJiIiIyG8cPBIRERGR32QbPHpbh4mUz263Y/369cxPUMxPbMxPbMyP1IKzrYmIiIgawNnWUrJdeQwJCZHrpakZQkJCsHTpUuYnKOYnNuYnNuZHaiHb4LHuXpIkDo1Gg5iYGOYnKOYnNuYnNuZHasEJM0RERETkNw4eiYiIiMhvsk2YiYiIQGVlZaBemlqIVqtFXFwcDh06JNmTk8TA/MTG/MTG/MTFCTNSnG1NRERE1AAOHqVku21tMpnkemlqBpPJhDVr1jA/QTE/sTE/sTE/Ugs+80iNFhoaKncXqBmYn9iYn9iYH6kBB49ERERE5DcOHomIiIjIb5xtTY2i1WoRHR2N4uJizhYUEPMTG/MTG/MTFyfMSMl25ZFvHDG5XC5YLBbmJyjmJzbmJzbmR2rB2dbUKCaTCenp6cxPUMxPbMxPbMwv+MycORP5+fkoKyvD7t27ER8f7/PY5ORkZGdn49y5czh37hy2bt2KW2+9VXLMa6+9hqqqKsnHjh07WruMevjMIxEREVELmzRpElasWIEVK1YgPj4ee/bswebNmxEbG+v1+BEjRuC9997Dvffei5EjR6KwsBAfffQRunTpIjkuOzsbvXr18nxMnDgxEOVIcPBIRERE1MLmzJmDzMxMZGZmoqCgAAsXLsS5c+cwc+ZMr8fPmDEDa9euxcGDB3H06FHMmjULWq0WSUlJkuOsVitKSko8H+Xl5YEoR0If8Ff8nslk8ly6dzqdsNvtMBgM0Ol0nmMcDgccDgeMRiO02h/GuXa7HU6nEyEhIdBoNJ52m80Gl8tV75aAr/aamhpotVoYjcYfbXe73bBardDpdDAYDJ52l8sFm80GvV4Pvf6Hb6daa6pV93VFr0mNOfmqqVbd/ohekxpz8lVTrbr9FL0mNebkq6Za/uQnSk1qzMlb3+t+bUREhOQ1rFarJF8AMBgMGDJkCFatWiVpz8nJwbBhw+CPsLAwGAwGWCwWSXtiYiJOnz6NS5cuYffu3XjxxRc9k5EDRbbB45/+9CfPP2a7du3CunXrMHXqVCQmJnqOycrKQlZWFmbPno1BgwZ52tevX4+dO3diyZIliImJ8bSnpaUhLy8Pq1atkizEunjxYlgsFqSnp0v6kJKSgsjISCxdutTTVl1djVmzZiEuLg6pqamedrPZjMWLFyMhIQHJycme9ry8PKSlpWHs2LGYMGGCp13NNe3ZswdpaWmqqkmNOfmq6fDhw5L81FCTGnPyVVNxcbEkPzXUpMacfNVktVol+amhJjXmdH1Ny5Yt8/z55MmTkrqWLVuG5cuXS9qioqKg1+tRWloqaS8pKcGoUaPgjz/84Q8wm82SZxqzs7PxwQcfoLCwED169MBzzz2Hbdu2ISEhod4AtjXJtlRPx44dPUv18LcgcWpyOp2IjY3FxYsXPTMGRa9JjTn5qsnlcqFbt264cOGCJz/Ra1JjTr5qcrvd6N69O0pLSz35iV6TGnNq6Mpjjx49UFJS8qP5iVKTGnPy1ne9Xo+KigoAQK9evSRL9Xi78hgdHY0TJ04gKSkJ+/bt87QvWLAAjzzyCIYOHYqGPPPMM0hNTcUvfvEL5OXl+TwuOjoahw8fxrRp0/DRRx81eM6WJNvgMSoqqt6lWFK+2tmCKSkpqKmpkbs71EjMT2zMT2zMT1yNXefRYDDg4sWLmDp1KrZs2eJpX7lyJW6++WaMGTPG59fOnTsXCxcuxLhx47B///4f7du3336LzMxMyRXt1sYJM0REREQtyG63Y//+/Rg5cqSkPSkpCXv37vX5dfPmzcNvf/tb3H///X4NHCMjIxEbG4vi4uJm97kxZHvmkYiIiEitVq9ejYyMDOzfvx979+7FjBkz0K1bN2RkZAAA1q5dC7PZjOeffx7AtVvVS5YswfTp03H27Fl07twZAFBZWYmqqiqEh4fj97//PT788EMUFxejR48eeOGFF1BWVhbQW9YAB4/UBNXV1XJ3gZqB+YmN+YmN+QWPTZs2ITIyEosWLUJ0dDQOHTqEiRMnorCwEAAQGxsr2W1o5syZCAkJwTvvvCM5T+2EHKfTiZtuuglTpkxBu3btUFxcjJ07d+LRRx8N+HbPsj3zGB4eHvR7QxIREZHycW9rKdmeeaw764nEodVqMWjQIOYnKOYnNuYnNuZHaiHbT/D1U/VJDEajEampqcxPUMxPbMxPbMyP1IK//hARERGR3zh4JCIiIiK/yTZ4dLsDNk+HWpDb7YbZbGZ+gmJ+YmN+YmN+pBacbU1ERETUAM62lpLtymPdvSdJHDqdDiNGjGB+gmJ+YmN+YmN+pBayDR7rbnRO4jAYDEhOTmZ+gmJ+YmN+YmN+pBacMENEREREfuPgkYiIiIj8Jtvgse5+jiQOl8uFvLw85ico5ic25ic25kdqwdnWRERERA3gbGsp2a486vV6uV6amkGv12PChAnMT1DMT2zMT2zMj9SCg0dqFP7lJzbmJzbmJzbmR2rBCTNERERE5DcOHomIiIjIb7INHp1Op1wvTc3gdDqxa9cu5ico5ic25ic25kdqwdnWRERERA3gbGspbk9IjWIwGDB9+nTmJyjmJzbmJzbmF3xmzpyJ/Px8lJWVYffu3YiPj2/w+AkTJuDrr7+GxWLB119/jfHjx9c75tlnn8Xx48dx8eJFfPzxxxg4cGBrdd8n2QaP3BheTDqdDomJicxPUMxPbMxPbMwvuEyaNAkrVqzAihUrEB8fjz179mDz5s2IjY31evztt9+Ot956Cxs3bsTw4cOxceNGvP3227jttts8x6SmpmLOnDlITU3FiBEjUFJSgi1btqBNmzaBKgsAINt6AWFhYaipqZHr5amJTCYT9Ho9wsLCoNVyvpVomJ/YmJ/YmJ+4wsLCGv01c+bMQWZmJjIzMwEACxcuxN13342ZM2fi+eefr3f8rFmzkJOTg5dffhkA8PLLL+POO+/E7NmzkZyc7Dlm5cqV+OijjwAAjz/+OE6dOoWHHnoIb775ZhOra7yADh7rfvMLCwsD+dLUwn71q1/J3QVqBuYnNuYnNuYntk6dOqGsrMzz/1arFTabTXKMwWDAkCFDsGrVKkl7Tk4Ohg0b5vW8w4YNw6uvvipp2759O2bNmgUA6NmzJ6Kjo/HZZ595Pm+z2bB7924MHz48oINH/upDRERE5Kf8/HwUFxd7PubPn1/vmKioKOj1epSWlkraS0pK0LlzZ6/n7dy5c73jS0tLPcfX/rekpMTnMYES0CuPFy9exE033YT8/Hz06tULFRUVgXx5agERERE4efIk8xMU8xMb8xMb8xNbp06dkJ+fjz59+qCystLTbrVafX6N2y1d0Eaj0dRra87x/h7T0gL+zGPtpd6rV68G/VR3EdU+6M38xMT8xMb8xMb8xFY7fqmsrPzRwX9ZWRkcDke9K4KdOnWqd3Wxlrerkh07dvQcX3vFsXPnziguLvZ6TKDwtjURERFRC7Lb7di/fz9GjhwpaU9KSsLevXu9fs3evXvrHX/33Xd7jj99+jSKi4slxxgMBtx555348ssvW7iChnF3diIiIqIWtnr1amRkZGD//v3Yu3cvZsyYgW7duiEjIwMAsHbtWpjNZs/M6/T0dGRnZyM1NRVbt27FuHHjkJSUhFGjRnnOuWbNGsyfPx/Hjx/HiRMnsGDBAlRXV+Nf//pXQGvTGQyGFwL6iuAWTaJjfmJjfmJjfmJjfmJrTH6HDx+GxWLBggULMG/ePISGhmLmzJnIy8sDAKSkpMDpdGLr1q0AgKKiIhw5cgRz5szBggUL0K1bN8ybNw87duzwnDM3NxcmkwnPPvssUlJScOXKFSQnJ6OoqKh1CvYhoNsTEhEREZHY+MwjEREREfmNg0ciIiIi8hsHj0RERETkNw4eiYiIiMhvHDwSERERkd8UNXjUaDRyd4GagfmJjfmJ68EHH8S8efPk7gY1EfMTWzDmp4jB4+jRoxEXFwe3281/wATE/MTG/MQ2Y8YMvPnmm/juu+8k7cxSDMxPbMGan+yDxwceeADvv/8+duzYgZtuuon/gAmG+YmN+YktOTkZL7/8MqZNm4bPPvsMWu0Pf6W73VzCV+mYn9iCOT9ZFwkfOHAgXn31Vezbtw89evRAYmIi7r33Xnz33XfQaDSq/+aLjvmJjfmJbezYsdi4cSPmzZuHN954A71798b06dPRp08fuFwurFq1Ct999x1sNpvcXSUvmJ/Ygj0/Wa88tmvXDv/73/+wceNGPP3009i1axe2bduGm2++mVdABMD8xMb8xNa/f3+cPXsW4eHhSEpKwgcffICePXuisrISN9xwA7KysjB+/HgA6r+FJiLmJ7Zgz0/27Ql79+6NEydOAACio6ORlpYmuQICACEhIdDpdLh69aqcXSUvmJ/YmJ/Y5s+fj8mTJ6Njx47YsGEDli5dipqaGgDAa6+9hrvuugtDhw5ldgrF/MQWzPnpDAbDC4F8QY1GA4PBAJfLBQAoLy/3jMorKyvxxRdfYODAgXj22WeRnZ2NK1euYO3atbBarSgoKAhkV8kL5ic25ie26/Pbs2cP2rVrh/LycqxcuRKXLl3y5Hny5EnMmjULOTk5OHfunJzdpu8xP7Exvx8E9MrjxIkTce+996Jv377YsmULvvrqK3z++ecAAK1W6wmkc+fOWLVqFRITE3H+/HlERkZi4MCBcDqdgeoqecH8xMb8xHZ9fvv378dnn30GALjpppuQn58vOX7kyJFYtmwZJk+ejLNnz8rRZaqD+YmN+UkF7Mrjww8/jPT0dOzevRsXL17EqFGjkJSUhNDQUHz11Vdwu93QarVwu92oqqrC0aNHkZKSglOnTiE+Ph5Op9PzeQo85ic25ic2b/ndddddaNOmDfbt24cLFy5IjjcYDPjTn/6ECxcuYN26dTL1mmoxP7Exv/oCMniMiIjA888/j3Xr1mH58uX45JNPkJubi7Zt22LatGnQarXYt2+f5x+miIgIrFu3DjabDSNGjIDT6YROp/NcGaHAYn5iY35iayi/Rx991JMfAISGhuKBBx7AH/7wB3Tr1g3jx4+Hy+VS5QP7omB+YmN+3ukD8SJOpxM33ngjwsPDPW2HDh3C3//+d7hcLjz66KMoLCzEhx9+CODaQ/x5eXlYsGCB5x8u3jKTD/MTG/MTW2Pyi4iIwNChQ2Gz2XDHHXcwPwVgfmJjft4F5MqjRqPBrbfeivDwcOzatQtWqxUAcOXKFZw7dw633XYbunTpgn//+98AgOLiYnz66adwuVyq/caLhPmJjfmJrTEVux9IAAAFiUlEQVT5VVVVYe/evXjnnXfgdruZnwIwP7ExP+8CMnh0Op0ICwvDokWLcPr0aXz77beez1ksFhgMBqSmpuLtt99GZWWl5Gv5jJX8mJ/YmJ/Y/M1vw4YNqKyslCxKzPzkx/zExvy8C8htawB499130bdvX/zlL3+B3W7Hhx9+iOrqagDAuXPncPjwYTgcjkB1hxqJ+YmN+YnNn/zsdrvMvSRfmJ/YmF99LXrlcdCgQSgrK/M52v78888RERGBpUuXQqfTwWg0AgBefPFF2O12ZGRktFRXqAmYn9iYn9iYn9iYn9iYX+O02OBx0aJFyMzMxBdffIGzZ8/6DGDHjh0oKyvDuHHj8MQTT+Duu++GRqPB2LFjVTsrSQTMT2zMT2zMT2zMT2zMr/FadJHwDz/8EAMHDsSTTz6Jzz//vMGlPaKjoxEZGQmtVov8/HzVP1wqAuYnNuYnNuYnNuYnNubXOC0yeNTr9Z7npbZs2YIBAwbg8ccf/9EAJB3RaFT9cKmSMT+xMT+xMT+xMT+xMb+mafbg0ds3bevWrejfv3+jA6DAY35iY35iY35iY35iY35Np23uCWq/8aNHj8btt98OABg3bhwKCgrw+uuv46677oJW2+yXoVbC/MTG/MTG/MTG/MTG/JquRSbM9O3bFxs3bkS7du1QVFSE4uJivPPOOxg9ejSmT5+OgwcPNvgQKsmL+YmN+YmN+YmN+YmN+TVNiwweLRYLzp49iwcffBBdunSB2Wz2BHDPPfdg2rRpOHr0KE6ePNkCXaaWxvzExvzExvzExvzExvyaplmDx4iICM9q6keOHEFpaSmmTJmC6Ohozwj+3XffxZQpU9C7d2+89957LdVvagHMT2zMT2zMT2zMT2zMr3kaNXi8/fbbERoaCovFglmzZuH+++/HkSNHcPnyZQBAQUEBLly4gDlz5iAqKgqFhYUoLi7GG2+8gU2bNrVWDeQn5ic25ic25ic25ic25tey/B48du/eHWvWrMEdd9yBnTt3IjY2FnPmzIFGo8GJEydw5coVANdG8KGhoZ4R/OHDh3Hx4kUAgFar5XMDMmF+YmN+YmN+YmN+YmN+Lc/vwePly5eh0WgwZMgQxMfHY9WqVTh+/Djmz58Pg8GAEydOeEbwt9xyC2644QaUlZUhMzPTcw5+4+XD/MTG/MTG/MTG/MTG/Fpeo25bHzhwABqNBomJiUhMTMTq1atx+vRpPPPMMzAajbhy5QouXLiAp59+Gm+99RZefvllAAiqLXuUjPmJjfmJjfmJjfmJjfm1rCYtEj516lRMmzYNRUVFmD17NkaNGoXf/e53iIqKQmVlJex2O4YPHx5UW/WIhPmJjfmJjfmJjfmJjfm1jCbvMFM3gHnz5iEqKgpDhw5F27ZtsX79ejidTmi1Wq7OrlDMT2zMT2zMT2zMT2zMr/mavFTPwYMHAQB33nknEhISkJOTgz179mD//v1wu938xisc8xMb8xMb8xMb8xMb82u+Zq3zWBtAfHw8hgwZgq+//hoVFRUA+HCpCJif2Jif2Jif2Jif2Jhf8zR7h5mDBw9Cq9Vi5MiRuHLlCr799tsW6hoFAvMTG/MTG/MTG/MTG/NruiY/83i9999/Hw6HAw8//HBLnI4CjPmJjfmJjfmJjfmJjfk1nralTnTmzBnU1NTAYDC01CkpgJif2Jif2Jif2Jif2Jhf4+lb4iRRUVEYPHgw5s6dC7vd3hKnpABifmJjfmJjfmJjfmJjfk3TYretQ0JCYLVaW+JUJAPmJzbmJzbmJzbmJzbm13gtNngkIiIiIvVrsWceiYiIiEj9OHgkIiIiIr9x8EhEREREfuPgkYiIiIj8xsEjEREREfmNg0ciIiIi8hsHj0RERETkNw4eiYiIiMhv/x/ysfzshnA9+AAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 800x575 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "apdict = mpf.make_addplot(df.iloc[0:50,:]['LowerB'])\n",
    "\n",
    "fig,ax = mpf.plot(df.iloc[0:50,:],type='line',mav=(2,4,6),style='mike',returnfig=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "#pdf = _build_panels(fig,addplot=apdict)\n",
    "#pdf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "#apd = mpf.make_addplot(df['LowerB'],type='scatter')\n",
    "# mpf.plot(df,type='candle',style='yahoo',mav=(24))\n",
    "# mpf.plot(df,type='candle',style='yahoo',mav=(24),yscale='log')\n",
    "# mpf.plot(df,type='candle',style='yahoo',mav=(24),yscale='symlog')\n",
    "# mpf.plot(df,type='candle',style='yahoo',mav=(24),yscale='linear')\n",
    "\n",
    "# mpf.plot(df,type='candle',mav=(24))\n",
    "# mpf.plot(df,type='candle',mav=(24),yscale='log')\n",
    "# mpf.plot(df,type='candle',mav=(24),yscale='symlog')\n",
    "# mpf.plot(df,type='candle',mav=(24),yscale='linear')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "def percentB_belowzero(percentB,price):\n",
    "    import numpy as np\n",
    "    signal   = []\n",
    "    previous = -1.0\n",
    "    for date,value in percentB.iteritems():\n",
    "        if value < 0 and previous >= 0:\n",
    "            signal.append(price[date]*0.99)\n",
    "        else:\n",
    "            signal.append(np.nan)\n",
    "        previous = value\n",
    "    return signal"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "tdf = df.loc['05-10-2012':'06-07-2012',]  # Take a smaller data set so it's easier to see the scatter points\n",
    "\n",
    "signal = percentB_belowzero(tdf['PercentB'], tdf['Close'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "auto says do NOT use secondary_y ... for panel 0\n"
     ]
    },
    {
     "data": {
      "image/png": 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RQ93+wcdeArVX52LZrVs3/f3vf9cTTzyhxx57zHN+5caNG7V371598MEHstls6ty5s2WDBQDUDJ/gBMAf6lwsR48erY0bN2rfvn36xS9+4Vn+5JNPSiq/Stxut2v06NFXP0oAAAAEvDoXy+7duys1NVWvvPKKCgoKqqx3OByaMmWKevXqdVUDBIDvYrYNAALTVX3yzn333ad+/fopIyND+/btU0FBgWJjY3X99dfrrrvuUv369a0aJwAEJG4FBAD/c9Uf6RgXF6cHHnjAirEAgOUofgDgO1dVLIuLi/X+++/LZrPpqaee8ixPSUlR27Zt9bOf/Uz16tWr07YXL16s2bNnq3///po3b16ldevWrdOvf/1rffPNN3K5XOrUqZPGjRunW265xfOYvLw8LViwQH//+9915swZtWrVSiNGjNBDDz1Ut50FEDC4MAUAAlOdi2VhYaEefvhhffXVVxo8eHClddnZ2Vq/fr3+8Y9/6OOPP1ZkZGSNt5uXl6cXXnhBe/bsUVRUVJX1a9eu1bhx4zR27FjNmDFDTqdTc+fO1ZgxY/TZZ5+pbdu2Kikp0ejRo3X+/HlNmzZN8fHxWrNmjaZMmSK73a4hQ4bUdbcBoBJmPAHgf+pcLNPS0rRnzx5J5RfqXKxp06b6+uuv9fXXX2vRokUaO3Zsjbe7atUqOZ1Opaena+jQoVXWr169Wr1799bEiRM9y2bMmOE51/MnP/mJtmzZot27d+uDDz5Qz549JUljxozR559/rt/97ncUSyCEUPyujNMFAFilzsXys88+k81m04svvqiHH3640rqFCxdq2bJlevXVV/X73/++VsWyX79+GjZsmMLCqv+86O8eFpckm80mSQoPL9+dW2+9VRs2bFCTJk0qPa5Zs2b6+uuvazwWAAAQOvhP1tWr82eFZ2dnKzIyskqprDB8+HBFRkYqOzu7VttNSEi4ZKmsTk5OjqZPn674+Hjde++9ksoLZvPmzSttJz8/X//85z/VpUuXWo0HAAAANVPnGcuYmBh9++23ys7OVnx8fJX1hw8fVnFxsdc+0nH9+vWaMGGCioqKdOutt2r58uVq3LhxtY91uVz65S9/qaKiIqWkpFx2uzZb+R8TVYzb1PGj9kzNul2rml9cc/DY1c0QePs18kUG3v4eV/saX0kwvEbe2D6/s6+sNr8rpMD8WfZmzoH4s2Nzu93uujzxiSee0KZNm9S6dWuNHj1anTp1UmxsrM6dO6ddu3YpLS1NJ06cUK9evbRo0aI6De7OO+9U165dqz387XQ6dfLkSZ04cUJpaWnKzMxUWlqaEhMTKz2uuLhYzz33nNauXau33npLt99+e5VtVdx/U5LOnz+vmJiYOo0X8AXbRb9J6vj29TtbLX4b1mUfvf0a+SID0/eB1whWqM3vCikwf194UyD2lzrPWD766KPauHGjjh49qpdeeqnKerfbLZvNplGjRl3VAC/F4XAoMTFRiYmJ6t69uwYNGqS5c+dqwYIFnscUFBRo3Lhx2rVrlxYuXFijTwHKzM6Tw1HilTF7m80mJcY3VGZ2ngx7b6CODh3P8/cQvO5q99Hbr5EvMjB9H3iNqsfvbOsF4u8Lb+bsdFb95EN/q3OxvPXWWzVlyhSlpqaqpKRqEQsPD9fPf/5z9evX76oGeDGXy6V169YpPj5eHTt29CyPiIhQUlKS9u/f71lWXFyslJQUHTx4UB9++KHat29fo+/hdsv4N3gw7ANqJhhyvtLJ8Fe7j95+jXyRgen7wGt05W0Hw3vZ22py4Uwg/77wRs6B+HNzVTdIf/jhh3XXXXfpD3/4g/bs2aP8/HzFxMSoffv2uvfee9W6dWurxilJstvtSk1NVevWrSsdXi8rK9OBAweUkJDgWfbKK69o3759WrZsWZXD4wAAALDeVX+kY4sWLfTkk09aMRZJ5TdIr5gBLSsrU1FRkU6dOiVJql+/vsaOHavJkycrNTVVDz74oFwulxYvXqysrCxNnz5dkrRz506tWLFCU6ZMUWxsrOf5FRo3blyrK88BAABwZTUultnZ2QoLC1Pz5s09X9dUdVeNX8r48eO1bds2z9c5OTnKyMiQJM2cOVNDhgxRbGys3n//fS1btkzR0dFKTk7WwoULPTdD37hxoyRp2rRpmjZtWpXvkZGRoVatWtV4TACAwMb9B4HAUONieeedd6px48basmWL5+uaXK1ls9n01Vdf1XhAS5YsueJjBgwYoAEDBlxy/bhx4zRu3Lgaf08ACDUULT5THuV4L1irVofCv3sZvmmX5QMAAMB7alwsBw8e7LlXUsXXtb2/FAAA3sCsExAYalwsU1NTL/s1AAAmuVIZ5VA5UHt1vir85z//uUpKSjR//nxmLoEgcvE/pswCAQBqo87FctOmTSouLqZUAgAAQJJkr+sTf/jDH+rChQueWwEBAAAgtNV5xnLgwIE6ffq0Jk2apDvuuENdunRRo0aNZLdX7aqDBw++qkECAOBP3rhPZrtWnHaC4FPnYjlixAhJ5bcc+utf/6q//vWv1T7OZrNRLAEAlqOMAYGnzsXy4ntYcj9LwBxc6QoA8JY6F8uZM2daOQ4AwEUOHjurpGsa6tDxPPF/d/9jdhSomToVyx07digzM1N5eXlq1aqV7rnnHiUkJFg9NgAAABik1sXypZde0qefflpp2ZtvvqnJkydr2LBhlg0MgHeEwk2hr3Z2KRheAwDwh1rdbuiPf/yjPvnkE7nd7kp/SktLNW3aNO3atctb4wQAAECAq1WxXLFihSSpZcuWmjp1qt5//30988wziouLk9vt1tKlS70ySAAAAAS+Wh0K//rrr2Wz2bRgwQJ17txZktS3b18lJSUpJSWFGUsAQSEUThcAAG+oVbH89ttvVa9ePU+prNCrVy9JUn5+vnUjAwAYi6uogdBUq0Phbrdb9erVq7I8OjpakuRyuawZFQAAAIxT588KBwAAAC5W69sNlZaWaseOHdV+2s6l1nXv3r3uIwQAAIARal0sz58/7/mc8IvZbLZq19lsNn311Vd1HyEAAACMUOtiyeeCAwAAoDq1Kpb333+/t8YBoA6udNsbrswFAPhSrYrlzJkzvTUOAAAAGI6rwgEAAGCJWp9jCSBwcKgbABBImLEEDHPw2Fm53W4dPEapBAAEFoolAAAALEGxBAAAgCUolgAAALAExRIAAACWoFgCAADAEhRLAAAAWIJiCQAAAEtQLAEAAGAJiiUAAAAsQbEEAACAJSiWAAAAsES4vwcAAEAgOpB11t9DAIzDjCUAAAAsQbEEAACAJQL2UPjixYs1e/Zs9e/fX/Pmzau0bt26dfr1r3+tb775Ri6XS506ddK4ceN0yy23eB7z7bff6vXXX9f69euVn5+v5ORk/exnP9Mdd9zh610BQkpyQiN/DwEA4CcBN2OZl5ensWPHKi0tTVFRUVXWr127VikpKerRo4dWrFihpUuXKioqSmPGjNHhw4c9jxs3bpy2b9+uWbNmKT09XX379tVTTz2lf/3rXz7cGwAAgNARcMVy1apVcjqdSk9PV1xcXJX1q1evVu/evTVx4kQlJiaqU6dOmjFjhgoLC5WRkSFJ2r59u/75z3/qpZde0m233aZ27dpp0qRJ6tKli9555x1f7xIAAEBICLhD4f369dOwYcMUFhZW7frvHhaXJJvNJkkKDy/fnU2bNqlevXqVDo1L0m233aZ3331XxcXFioyMtHjkAKSaXUnL4XIACE4BVywTEhJq9ficnBzNmDFD8fHxuvfeeyVJmZmZatmypadoVmjTpo1KS0t19OhRJScnV7s9m638j4kqxm3q+FEzvsw5WL6HN3lr/LyfQws5X5mpr5E338uB+JoEXLGsqfXr12vChAkqKirSrbfequXLl6tx48aSpPPnzysmJqbKc2JjYyVJ+fn5l9xuYnzDap9rksT4hv4eAnzAFzknXRMc38ObvD1+3s+hwfT3QV3ZatGMTH+NvPFeLiiIsHybV8vYYtmzZ0999tlnOnHihNLS0jR8+HClpaUpMTHxks9xu91X3G5mdp4cjhIrh+ozNlv5D25mdp5qsKswlC9zPnQ8z7vfwEffw2oHj/3vcL+3xs/7ObSY+D7wNVNfI2++l53OAms3aAFji6XD4VBiYqISExPVvXt3DRo0SHPnztWCBQtUv359HT9+vMpzzp8/L0lq0KDBJbfrdsv4X+LBsA+4Ml/k7K3tX3weJj+rl8f7OTSQ8ZWZ/hp5470ciK+JUcXS5XJp3bp1io+PV8eOHT3LIyIilJSUpP3790uSkpKStH79epWUlCgi4n/TxIcPH1ZERIRat27t87EDAIDK+NjM4BNwtxu6HLvdrtTUVM2ePbvS8rKyMh04cEDx8fGSpNtvv11FRUXasmVLpcdlZGSoT58+lcomAAAArBFwxTIvL0+nTp3SqVOnVFZWpqKiIs/XhYWFGjt2rDZv3qzU1FTt379f33zzjV588UVlZWVpzJgxkqSuXbvqjjvu0CuvvKINGzZo//79mjFjhg4ePKhx48b5eQ8BAACCU8AdCh8/fry2bdvm+TonJ8dz4/OZM2dqyJAhio2N1fvvv69ly5YpOjpaycnJWrhwoXr27Ol53pw5czRr1iw9//zzOn/+vDp06KC0tDR16tTJ5/sEmOpK95vkMBYA4GI2d00ulQ5yBQUFnlsR7frmmBwOM283ZLOV347h0HGuIg1m3s65Njcvp1h6D+/n4Hfxe433UvDy5nvZ6SxQl+tbSbr0rRZ9LeAOhQO4vKLSMmXlOlVUWubvoQAAUEnAHQoHUL0yl1u/3XZUK77MVlGpS1Hhdg3pFq9RPVorzO6dj19gFgUAUBsUS8AQv912VB/uOOb5uqjU5fn68Vva+GtYAAB4cCgcMEBRaZlWfJld7bqVX2ZzWBwAEBAoloABcp0lKip1VbuusNSlXKeZH0MKAAguHAoHDNDYEaGocHu15bJeuF2NHdbd9J/zKgEAdUWxBAwQFR6mId3iK51jWeHBbvGKCg/zw6gAXE5tbt0FBAuKJWCIUT3KP+N+5ZfZKix1qV64XQ/+96pwAAACAcUSMESY3abHb2mjR7q3Umz9aJ3Pv6DIMGYqAQCBg2IJGCYqPEwJjR06dKGYT2QBAtiVzlfmUDmCEVeFAwAAwBIUSwAAAFiCYgkAAABLUCwBAABgCYolAAAALEGxBAAAgCUolgAAALAExRIAAACWoFgCAADAEhRLAAAAWIJiCQAAAEtQLAEAAGAJiiUAAAAsQbEEAACAJSiWAAAAsES4vwcAAAC8IzmhkefvB7LO+nEkCBXMWAIAAMASFEsAAABYgmIJAAAAS1AsAQAAYAmKJQAAACxBsQQAAIAlKJYAAACwBPexBADAQBffoxIIFMxYAgAAwBIUSwAAAFiCQ+EAABioJh/RyOFy+BozlgAAALAExRIAAACWCNhD4YsXL9bs2bPVv39/zZs3r9K6f//733rrrbe0Z88e2e123XDDDXr66afVvn17z2Oys7M1Z84c7dixQ99++60SExM1dOhQ/fjHP5bNZvP17gAAcEk1OWRdk0PfgL8F3IxlXl6exo4dq7S0NEVFRVVZv2vXLo0cOVItW7bUsmXLtHDhQhUWFurRRx/VmTNnJElOp1OjRo1SZmam5syZo/T0dD3wwAN69dVX9Zvf/MbXuwQAABASAm7GctWqVXI6nUpPT9fQoUOrrF+0aJFatGihadOmyW4v78XTpk3T3XffrXXr1mno0KHavn27jh49qiVLlujmm2+WJLVp00aff/650tPT9fjjj/t0nwAA+K6Dx86qXSvfXVxzpVlRZkRhhYArlv369dOwYcMUFhZW7frXXntNFy5c8JRKSWrWrJkkeWYsKw51f3cbkZGRHAYHAAQMt9utQ8fz5Hb7eySANQKuWCYkJFx2vcPhkMPhqLRs7dq1kqSuXbtKkm655RYlJSVpwYIFev3119W8eXNt2bJFmzdv1uTJky+7fZut/I+JKsZt6vhRM+QcGsg5+AVaxoEyjmDjzZwDMbOAK5a1lZWVpenTp+u2225Tr169JJXPTC5evFg//elP1bdvX0VERKisrEwTJ07UQw89dNntJcY3VExMjC+G7jWJ8TACsPIAAB1JSURBVA39PQT4ADmHBnIOfr7K2M20qF95I+eCggjLt3m1jC6WBw4c0GOPPaZmzZppzpw5nuWFhYV66qmnZLfblZaWpsaNG2vbtm1644031KBBAw0bNuyS28zMzpPDUeKL4VvOZiv/wc3M5rBKMCPn0EDOwc/XGR86nuf9b4IqvJmz01lg7QYtYGyx/Pe//62xY8cqOTlZ7777ruLi4jzrVqxYod27d+vvf/+7WrRoIUnq2LGjcnJyNGvWLA0dOlTh4dXvutst43+JB8M+4MrIOTSQc/DzVcb8HPmXN3IOxEwD7nZDNfHVV19p9OjR6tGjhxYvXlypVErSwYMHVb9+fU+prNCmTRs5nU6dOnXKl8MFAAAICcYVy9zcXD355JPq3bu35s+fr8jIyCqPiY+PV35+vk6ePFlp+cGDBxUREaGmTZv6argAAAAhI+CKZV5enk6dOqVTp06prKxMRUVFnq8LCwv15ptvqrCwUM8884xyc3M9606dOqW8vPLzR+6//37FxcXp6aef1hdffKGjR49qxYoVWrFihQYPHnzJw+AAAACou4BrWOPHj9e2bds8X+fk5CgjI0OSNHPmTG3YsEH5+fn6wQ9+UOW5PXr00JIlS9SkSRMtX75cs2fP1hNPPKELFy6oZcuWeuyxx/TTn/7UZ/sCAAAQSgKuWC5ZsuSy6x944IEabaddu3Z69913rRgSAAAAaiDgDoUDAADATBRLAAAAWIJiCQAAAEtQLAEAAGAJiiUAAAAsQbEEAACAJSiWAAAAsATFEgAAAJagWAIAAMASFEsAAABYgmIJAAAAS1AsAQAAYAmKJQAAACxBsQQAAIAlKJYAAACwBMUSAAAAlgj39wAAAIB3HMg66+8hIMQwYwkAAABLUCwBAPCDotIyZeU6VVRa5u+hAJbhUDgAAD5U5nLrt9uOasWX2SoqdSkq3K4h3eI1qkdrhdlt/h4ecFUolgAA+NBvtx3VhzuOeb4uKnV5vn78ljb+GhZgCQ6FAwDgI0WlZVrxZXa161Z+mc1hcRiPYgkAgI/kOktUVOqqdl1hqUu5zhIfjwiwFsUSAAAfaeyIUFR49f/01gu3q7EjwscjAqxFsQQAwEeiwsM0pFt8tese7BavqPAwH48IsBYX7wAA4EOjerSWVH5OZWGpS/XC7Xrwv1eFA6ajWAIA4ENhdpsev6WNHuneSrH1o3U+/4Iiw5ipRHDgUDgAAH4QFR6mhMYODn8jqFAsAQAAYAmKJQAAACxhVLFcvHixOnfurEmTJl3xscXFxXr99dfVt29fde7cWffcc49Wrlzpg1ECAACEJiMu3snLy9MLL7ygPXv2KCoqqkbPefnll/X555/r1VdfVbt27bRp0ya9+OKLio6O1sCBA708YgAAgNBjxIzlqlWr5HQ6lZ6erri4uCs+/vjx4/r973+viRMnqn///kpKStLIkSM1cOBAzZ8/3wcjBgAACD1GzFj269dPw4YNU1gNb8ewefNmud1u3X777ZWW9+nTR6tWrVJWVpYSEhI8y8vK/vfZrKdPn5LD4bRk3L5ms0mxEcU6ffqc3G5/jwbeQs6hgZyDHxmHBm/m7HQWeP5+cZfxJyOK5cUlsCYyMzMVFRWl5s2bV1reunX5zWcPHTpUaZtZWVmev995641XMVIAAADfy8rKUqdOnfw9DDMOhdfW+fPn5XA4qiyPjY2VJOXn5/t6SAAAAEHPiBlLq7gvMQd98ezltp37FB1dtZQisNlsUtuWDXX4RB6HlAxEfmYjP7ORn7mcTqd6drtOUu2P7npLUBbL+vXrq6CgoMry8+fPS5IaNGhQafnF525GRzsUHR3j3QHCcjabFBMTo+joEn4xGoj8zEZ+ZiM/c12cV02vQ/G2oDwUnpSUpOLiYp04caLS8sOHD0uSkpOT/TAqAACA4BaUxbJPnz6y2+1at25dpeVr167V9ddfr/j4eD+NDAAAIHgZUSzz8vJ06tQpnTp1SmVlZSoqKvJ8XVhYqF27dmnAgAHasWOHJKl58+YaPny43nzzTa1Zs0YHDx7Ue++9p/Xr19foU3sAAABQe0acYzl+/Hht27bN83VOTo4yMjIkSTNnztQ111yjzMxMOZ3/u//kL37xC8XGxuq1115Tbm6uEhMTNW/ePN1xxx0+Hz8AAEAosLkvdal0CCkoKPDcimj3vmNcvGMgm01KuqahDh3nqkYTkZ/ZyM9s5Gcup7NAXa5vJan8AuWYGP/3FyMOhQMAACDwUSwBAABgCYolAAAALEGxBAAAgCUolgAAALAExRIAAACWoFgCAADAEhRLAAAAWIJiCQAAAEtQLAEAAGAJiiUAAAAsQbEEAACAJSiWAAAAsATFEgAAAJagWAIAAMASFEsAAABYgmIJAAAAS1AsAQAAYAmKJQAAACxBsQQAAIAlKJYAAACwBMUSAAAAlqBYAgAAwBIUSwAAAFiCYgkAAABLUCwBAABgCYolAAAALEGxBAAAgCUolgAAALAExRIAAACWoFgCAADAEhRLAAAAWIJiCQAAAEtQLAEAAGAJiiUAAAAsQbEEAACAJSiWAAAAsATFEgAAAJagWAIAAMASFEsAAABYgmIJAAAAS1AsAQAAYAmKJQAAACxBsQQAAIAlwv09gJr69NNP9Zvf/EZHjx5Vo0aNNGjQID399NOKiIio9vE333yz8vPzqywfMmSIZsyY4e3hAgAAhBwjimV6erqmTJmiF154QX379tWhQ4f00ksvyel06pVXXqn2OQUFBXruued03333VVoeHR3tiyEDAACEHCOK5VtvvaUf/vCHevTRRyVJSUlJOnPmjKZOnaqUlBQ1b9680uMLCgrkcrnUrFkzNW3a1A8jBgAACD0Bf47l4cOHlZWVpdtvv73S8j59+sjlcmnjxo1VnnP+/HlJksPh8MUQAQAAIANmLDMzMyVJCQkJlZa3bNlSEREROnToUJXnXE2xtNnK/8AsFZmRnZnIz2zkZzbyM1cgZhbwxbKiJMbExFRabrPZFBMT41l/sYqLdtasWaM5c+YoOztbLVq00IABA/Too48qMjLykt+vbcuGVb4XzJEY39DfQ8BVID+zkZ/ZyM88BQXVX8DsTwFfLOuipKRETZo0UX5+vp5//nnFxsZq69ateuONN7Rv3z7Nnj37ks89fCJP0dElPhwtrGCzlf9SzMzOk9vt79GgtsjPbORnNvIzl9NZ4O8hVBHwxbJBgwaSVGVm0u12q6CgwLP+Yt27d9fmzZsrLevQoYMKCwv1xhtv6KmnnlJiYmK138/tFm8sg5Gf2cjPbORnNvIzTyDmFfAX7yQlJUmSjhw5Umn5sWPHVFJSouTk5Bpvq3379pKkkydPWjdAAAAASDKgWCYkJCgpKUnr16+vtDwjI0Ph4eHq06dPleesW7dOzz33nIqLiyst3717t2w2m9q2bevNIQMAAISkgC+WkjRhwgT95S9/0cKFC3Xw4EH96U9/0ttvv62RI0fq//2//6ddu3ZpwIAB2rFjhySpRYsWWrNmjSZNmqTdu3fryJEjWr58uRYtWqT77rtPLVq08PMeAQAABJ+AP8dSkgYMGKBZs2bpvffe0/z589WkSRONGjVKKSkpkqQLFy4oMzNTTqdTktSxY0ctXrxYb7/9tp588kkVFhYqISFBEydO1COPPOLPXQEAAAhaNrc7EE/99K2CggLFxsZKknbvO6boaG43ZBqbTUq6pqEOHeeqRhORn9nIz2zkZy6ns0Bdrm8lqfwi50C4XaIRh8IBAAAQ+CiWAAAAsATFEgAAAJagWAIAAMASFEsAAABYgmIJAAAAS1AsAQAAYAmKJQAAACxBsQQAAIAlKJYAAACwBMUSAAAAlqBYAgAAwBIUSwAAAFiCYgkAAABLUCwBAABgCYolAAAALEGxBAAAgCUolgAAALAExRIAAACWoFgCAADAEhRLAAAAWIJiCQAAAEtQLAEAAGAJiiUAAAAsQbEEAACAJSiWAAAAsATFEgAAAJagWAIAAMASFEsAAABYgmIJAAAAS1AsAQAAYAmKJQAAACxBsQQAAIAlKJYAAACwBMUSAAAAlqBYAgAAwBIUSwAAAFiCYgkAAABLUCwBAABgCYolAAAALEGxBAAAgCUolgAAALAExRIAAACWoFgCAADAEhRLAAAAWMKYYvnpp59q4MCB6ty5s/r06aPXX39dJSUll3x8cXGxXn/9dfXt21edO3fWPffco5UrV/pwxAAAAKEl3N8DqIn09HRNmTJFL7zwgvr27atDhw7ppZdektPp1CuvvFLtc15++WV9/vnnevXVV9WuXTtt2rRJL774oqKjozVw4EAf7wEAAEDwM6JYvvXWW/rhD3+oRx99VJKUlJSkM2fOaOrUqUpJSVHz5s0rPf748eP6/e9/r1deeUX9+/f3PGfnzp2aP38+xRIAAMALAr5YHj58WFlZWZowYUKl5X369JHL5dLGjRs1ZMiQSus2b94st9ut22+/vcpzVq1apaysLCUkJHiWu91uz9+dTqcu+hKGsNmkgoIIOZ0F5Gcg8jMb+ZmN/MzldDo9f3cHSHgBXywzMzMlqVIRlKSWLVsqIiJChw4dqvY5UVFRVWYyW7duLUk6dOhQpe1dHEzPbtdZNnYAAABfcDqdio2N9fcwAv/infPnz0uSYmJiKi232WyKiYnxrP/ucxwOR5XlFS94fn6+F0YKAAAQ2gJ+xtJKl5ombtKkiU6ePClJcjgcstlsvhwWAABArbndbs9R1yZNmvh5NOUCvlg2aNBAkqrMTLrdbhUUFHjWX6x+/foqKCiosrxiG999jt1uV7NmzawaMgAAgE8EwuHviwX8ofCkpCRJ0pEjRyotP3bsmEpKSpScnFztc4qLi3XixIlKyw8fPixJ1T4HAAAAVyfgi2VCQoKSkpK0fv36SsszMjIUHh6uPn36VHlOnz59ZLfbtW7dukrL165dq+uvv17x8fFeHTMAAEAoCps6depUfw/iSpo0aaK3335bUVFRatiwobZu3apZs2Zp2LBh6t+/v3bt2qVRo0apffv2io+PV2xsrM6ePaslS5YoISFBNptNn376qZYvX67p06crMTHR37sEAAAQdAL+HEtJGjBggGbNmqX33ntP8+fPV5MmTTRq1CilpKRIki5cuKDMzMxKtw36xS9+odjYWL322mvKzc1VYmKi5s2bpzvuuMNfuwEAABDUbO5AuaOmYUpKSlRWVqZ69ep5lrlcLtntAX92AUR+piM/AAhMRsxYBpqdO3cqLS1Nx44dU7NmzdS9e3eNHDlSERERcrvd3K4owJGf2cjPbEePHlVsbKwaN27s76GgDsjPbL7Ij//e19IXX3yhkSNHqkGDBhowYIAKCgq0aNEiDR8+XGfOnOEftQBHfmYjP7MdOnRId999t37+858rNzfX38NBLZGf2XyVH4fCa+H8+fP66U9/qs6dO+v555+XJBUXF2vlypX61a9+paioKC1cuFBt2rThsFwAIj+zkZ/5tm7dqgkTJqi4uFhdu3bV3LlzmfkyCPmZzVf58Zu3Fmw2m3Jzcz331iwpKVFkZKSGDBmil19+WTabTU8++aTy8vJkt9vlcrn8PGJcjPzMRn7m27Fjh9q0aaNXX31Ve/fu1bPPPsvMl0HIz2y+yo9iWQtut1u5ubk6duyYJCkiIkJlZWWKiIhQ37599eyzz8rpdGr8+PEqLS1lxiTAkJ/ZyM98RUVFateunX7wgx/oueee065du/TMM89QTgxBfmbzVX5G3McyELhcLkVFRencuXP6+OOPde2116pt27ay2+0qKytTeHi4WrVqpfDwcGVkZKhVq1a69tpr/T1s/Bf5mY38gkNCQoIaNmyo5ORktWnTRtdcc41WrFihnTt3qk+fPoqOjuYCrABGfmbzVX4Uy8uoeIFLS0sVFhYmSYqOjtb27du1c+dOJSYmKj4+3vOPW0REhG644QZ9+umnstvtuv322/27AyGO/MxGfma7OL+KjBo2bOj5gIrIyEi1bt260j9ut912mxwOhyTpnXfeUbdu3TzZw7fIz2z+zI9jRZfw5ZdfKiUlRU6nU+Hh4SopKZEk3XjjjXr88ceVlZWlBQsWaMeOHZKksLAwlZSUKDw8XDfccINKS0v9OfyQR35mIz+zfTe/srKyav+Bcjgcuvvuu/XLX/5Su3fv1vPPP6/c3FyNGTNGK1eu5HQGPyE/s/k7P2Ysv8Ptdqu0tFTPPvus/vGPf2j37t3q37+/6tWrp+LiYoWFhal9+/aqX7++/vznP2vnzp1q1KiR2rVrp7CwMBUVFWnRokXq3LmzevTo4e/dCTnkZzbyM9ul8ouKilJZWVm1/1BFREQoISFBrVu31sqVK/XOO+/IZrNp9erVCg8Pl8vl4tCqj5Cf2QIlP243VI3S0lLdc889atWqlb755hu1a9dO7733nhwOh4qLixUZGSlJWrVqlT744AN98803uueee9SwYUPt2bNHZ8+eVXp6usLDuf+8P5Cf2cjPbJfLr7qZk4pbQxUUFOj+++9X48aNtXTpUoWHh6u0tJQcfYz8zBYI+TFjWY0jR47oL3/5i+bMmaP69etr7dq12rJliwYMGFBp5uS6665Tly5d1KZNG23atEmlpaVKSEjQu+++65l+5lCA75Gf2cjPbJfLr7qZE5vNJrfbrdGjR6uoqEiffPKJIiIiKCV+Qn5mC4j83Kji22+/dY8YMcJ94sQJd2Fhofvtt9929+zZ0/3II4+4CwoK3G63211UVFTpOd/9uqSkxGfjRWXkZzbyM1tN8vtuPps2bXLff//9nhzJz3/Iz2yBkB+Hwi/h9OnTatKkiaTyez+lpaXpgw8+0LXXXuuZVq6Qm5tb6e71bm634HfkZzbyM1tt8jt37pzi4uIqXcXKTJd/kZ/Z/J0fh8IvITo6WjabTS6XSxEREerSpYtcLpfWr1+vLVu2aNCgQQoLC9OECRN07Ngx9ezZ0/Nc/lHzP/IzG/mZrab5/exnP/PkV3FIjtvT+B/5mc3f+TFjWQMVJ7cWFhYqLS1NH374oa677jrZ7XZlZmbqr3/9qyIiIvw9TFwC+ZmN/MxGfmYjP7P5I7+Qn7GsyaX0Fzf/m266SWVlZVqxYoUaNWqk9PR0z4muXCjge+RnNvIzG/mZjfzMFqj5hfRPgtvtlt1uV1FRkU6cOOFZVp2KFz0sLEzbt29Xhw4dtGzZMq5+8yPyMxv5mY38zEZ+Zgvk/EK6WNpsNpWVlenhhx/WwoULPcsu59lnn9WBAwf0ySefcJ8uPyM/s5Gf2cjPbORntkDOL6SLpVTe4G+66SZt3LhRBw8evOxj8/Pz1a1bN2VkZPA/tQBBfmYjP7ORn9nIz2yBml/IF0tJ6tevn5xOp/bt2yep/LyF6tSvX18PP/yw5+bLvKkCA/mZjfzMRn5mIz+zBWJ+IVUsy8rKKn1dcT5C7969ddttt+nNN9+U0+ms0Ums3FLB98jPbORnNvIzG/mZzaT8QuqqcLvdLqfTqalTp6pp06aKjIxUdHS0JKlly5bavHmzmjZtquTk5Dp98Dq8i/zMRn5mIz+zkZ/ZTMovZIplxV3l09PT9eGHH2rlypX64osvFB4ertatWys+Pl5btmzR119/rYEDB/KmCjDkZzbyMxv5mY38zGZafkFfLCs+cL3ihe7QoYOeeOIJRUdH6/Tp03rvvfe0bds2XbhwQffee68WLVqk5ORktWnTxs8jh0R+piM/s5Gf2cjPbKbmF9SfvFNx1dOFCxf0hz/8QRcuXFDz5s11zz33SCr/DM29e/fqk08+0ebNmz3LHnnkEY0bN85zx3r4B/mZjfzMRn5mIz+zmZxf0BbLsrIyhYWF6fz58xo2bJiioqKUk5MjSRo8eLCeeeYZz2OLi4tVVFSkRYsWadu2bTpw4IBWrlypVq1a+Wv4IY/8zEZ+ZiM/s5Gf2YzPzx1kXC6X5+8XLlxwDx482D1+/Hi32+12Hz9+3P3973/fff3117tTU1M9jysuLvb8fe/eve5Bgwa5P//8c98NGh7kZzbyMxv5mY38zBYs+QXNPPe5c+c8V0JV3Mdp7dq1Ki0t1fz58yVJc+bMkd1u1913362lS5fqjTfekCRFRER4LuVv3769ioqK9K9//cs/OxKiyM9s5Gc28jMb+Zkt2PILijuc7t69WzNmzNBDDz2kH/3oR557NB08eFA2m02FhYV67bXXtG/fPn300Uc6f/689u7dq1/96lfKysqSJP34xz/W9773PYWFhal58+Zq2bKlP3cppJCf2cjPbORnNvIzWzDmZ/xV4YWFhXrppZe0fft2lZSUSJKuvfZa2e12RUVFaeDAgTp16pSWLl2qKVOmKDk5WXFxcZ7L9/fv368zZ87o6aefVnh4uNasWaNFixbphRdeUKNGjfy8d8GP/MxGfmYjP7ORn9mCNT/jZyzr1aunH/3oR9q8ebO+/vprXbhwQTabTQMHDtSNN94oSfrd736nY8eOyeFweJ6XlZWl3r17a9asWYqLi5Pdbldpaak6duyov/3tb0pISPDXLoUU8jMb+ZmN/MxGfmYL1vyMPsfS/d8L2r///e9r8ODB6tOnjwoLC7Vo0SKtWbPGc66Cw+FQUVGRDhw4oOLiYrndbp0+fVoJCQlq1KiR7Ha757MzW7du7fdQQgX5mY38zEZ+ZiM/swVzfkYfCq+4aWhERIS++OIL7d+/X7NmzdI///lPbdiwQXFxcUpKSlLbtm11+PBh/epXv9IXX3yhRYsW6dy5c3r++ec993nifl2+R35mIz+zkZ/ZyM9swZyfccWytLRUdrvdcwVVxZ3pv/e972nBggVyOByaPHmy/vKXv2jr1q2Ki4tThw4d1LNnT8XExOjMmTO67rrr9Pbbbys8PNzzfPgG+ZmN/MxGfmYjP7OFTH6+vr/R1fjqq6/c06dPd+/du7fS8or7OC1YsMD94IMPup1Opzs3N9f94x//2H3fffe5V69e7S4tLXW73W630+n0PK+kpMR3gwf5GY78zEZ+ZiM/s4VSfsbMWJ44cUIjRozQ1q1blZ6erjNnzig3N1ft27f3XJ4fExOjhQsXqlGjRurZs6fuvPNOZWRkaNu2bQoPD1eHDh0UGRkpqfz8hornwfvIz2zkZzbyMxv5mS3U8jOmWJaUlOjEiRMKCwuTw+FQWVmZ1qxZo7/97W+y2WyKj49XQkKCnE6nPvvsM/Xq1UvXXHON7rrrLn300Udyu93q37+/Z3sV5zfAN8jPbORnNvIzG/mZLdTyM6ZYRkdHq0uXLjp69KicTqdatGihSZMm6d///rdWrVqlTz/9VDExMQoPD1dWVpauueYaXXfddapXr54GDx6sH/zgB4F5LkKIID+zkZ/ZyM9s5Ge2UMvPmGIplV9236FDBx0+fFhffPGFGjZsqKlTp6pr1646ffq0Pv74Y+Xm5urLL7/U2bNnNXjwYNlsNkVGRnouyTcpnGBDfmYjP7ORn9nIz2yhlJ9RxVIqPw+hY8eOysnJ0Zo1a5SXl+dp9G3btlVkZKSOHDmi/fv3q02bNrr++us9zzUllGBGfmYjP7ORn9nIz2yhkp9xxVIqD6dDhw46deqU1q9fr5ycHPXu3VtJSUnq0aOH+vfvr7i4OA0fPtyoMEIF+ZmN/MxGfmYjP7OFQn5GFkvpf+GcPHlSmzZt0smTJ9WrVy/ZbDbFxcWpR48exk0fhxLyMxv5mY38zEZ+Zgv2/IwtllLlcDZv3qyDBw+qb9++lR5jYiihgvzMRn5mIz+zkZ/Zgjm/cH8P4Go1bdpUY8eOVX5+vs6dOye32x3wl+Ljf8jPbORnNvIzG/mZLVjzs7nd//0kdMPl5eWpQYMGstvtQRNOKCE/s5Gf2cjPbORntmDLL2iKZQWXy2Xs9DHIz3TkZzbyMxv5mS1Y8gu6YgkAAAD/ML8aAwAAICBQLAEAAGAJiiUAAAAsQbEEAACAJSiWAAAAsATFEgAAAJagWAIAAMASFEsAAABYgmIJAAAAS/x/sYXQ2JEgrHIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 800x575 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "apd = mpf.make_addplot(signal,type='scatter')\n",
    "\n",
    "mpf.plot(tdf,addplot=apd)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "auto says do NOT use secondary_y ... for panel 0\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x575 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "apd = mpf.make_addplot(signal,type='scatter',markersize=200,marker='^')\n",
    "\n",
    "mpf.plot(tdf,addplot=apd)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "auto says do NOT use secondary_y ... for panel 0\n",
      "auto says do NOT use secondary_y ... for panel 0\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x575 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tcdf = df[['LowerB','UpperB']]  # DataFrame with two columns\n",
    "apd  = mpf.make_addplot(tcdf)\n",
    "mpf.plot(df,addplot=apd)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "def percentB_aboveone(percentB,price):\n",
    "    import numpy as np\n",
    "    signal   = []\n",
    "    previous = 2\n",
    "    for date,value in percentB.iteritems():\n",
    "        if value > 1 and previous <= 1:\n",
    "            signal.append(price[date]*1.01)\n",
    "        else:\n",
    "            signal.append(np.nan)\n",
    "        previous = value\n",
    "    return signal"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "low_signal  = percentB_belowzero(df['PercentB'], df['Close']) \n",
    "high_signal = percentB_aboveone(df['PercentB'], df['Close'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "auto says do NOT use secondary_y ... for panel 0\n",
      "auto says do NOT use secondary_y ... for panel 0\n",
      "auto says do NOT use secondary_y ... for panel 0\n",
      "auto says do NOT use secondary_y ... for panel 0\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x460 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "apds = [ mpf.make_addplot(tcdf),\n",
    "         mpf.make_addplot(low_signal,type='scatter',markersize=200,marker='^'),\n",
    "         mpf.make_addplot(high_signal,type='scatter',markersize=200,marker='v'),\n",
    "       ]\n",
    "\n",
    "mpf.plot(df,addplot=apds,figscale=0.8,volume=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "auto says do NOT use secondary_y ... for panel 0\n",
      "auto says do NOT use secondary_y ... for panel 0\n",
      "auto says do NOT use secondary_y ... for panel 0\n",
      "auto says do NOT use secondary_y ... for panel 0\n",
      "auto says USE secondary_y ... for panel 1\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 560x402.5 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "apds = [ mpf.make_addplot(tcdf),\n",
    "         mpf.make_addplot(low_signal,type='scatter',markersize=200,marker='^'),\n",
    "         mpf.make_addplot(high_signal,type='scatter',markersize=200,marker='v'),\n",
    "         mpf.make_addplot((df['PercentB']),panel=1,color='g')\n",
    "       ]\n",
    "\n",
    "mpf.plot(df,addplot=apds,figscale=0.7,volume=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "auto says do NOT use secondary_y ... for panel 0\n",
      "auto says do NOT use secondary_y ... for panel 0\n",
      "auto says do NOT use secondary_y ... for panel 0\n",
      "auto says do NOT use secondary_y ... for panel 0\n",
      "auto says USE secondary_y ... for panel 1\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 560x402.5 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "apds = [ mpf.make_addplot(tcdf,linestyle='dashdot'),\n",
    "         mpf.make_addplot(low_signal,type='scatter',markersize=200,marker='^'),\n",
    "         mpf.make_addplot(high_signal,type='scatter',markersize=200,marker='v'),\n",
    "         mpf.make_addplot((df['PercentB']),panel=1,color='g',linestyle='dotted')\n",
    "       ]\n",
    "\n",
    "mpf.plot(df,addplot=apds,figscale=0.7,volume=True,style='starsandstripes')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "import math\n",
    "# Change order of magnitude and range of low_signal, so that it will require a `secondary_y`:\n",
    "# note: this calculation has no financial meaning whatsoever; we are just generating some \n",
    "#       data to modify the order of magnitude and range, so as to be able to demonstrate \n",
    "#       secondary_y on the main panel.\n",
    "new_low_signal = [x*20.*math.sin(x) for x in low_signal] "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "auto says do NOT use secondary_y ... for panel 0\n",
      "auto says do NOT use secondary_y ... for panel 0\n",
      "auto says USE secondary_y ... for panel 0\n",
      "auto says do NOT use secondary_y ... for panel 0\n",
      "auto says USE secondary_y ... for panel 1\n"
     ]
    },
    {
     "data": {
      "image/png": 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jAvDz0aJWq6o9pk0/vm5tz5Ux2YuMcITlR+3T+7pW+T15YkwWqvs9mQXBKpfCIoPbc88bxlRsKL3Buns9WWRjNJpqZ0whMfi+P5FlrMKvgZmmncUxHFmrBQdZCMqPCWytDGl7PwVgQ2BbxkfFsix5lfh59JOk7f20yjGVlUtufqHdMTmDRZZJqXnWRGiVYVHId59OJ6ZFiP2512oIap9gyE9Dn7wRUwsx02VNzD2NRmUjF3fnnqWveXl55PqpSo8vdx9xBbPZTFxcHK+88gqdO1eMJNm5cyfBwcH06dPHuq1v374EBwezY8cOm0jDmkRShUEQBJ5//nni4+PZtGkTrVu3tvm8Z8+eaDQa1q1bx/333w/AlStXOHr0KP/9738B6NevH9OnT+fKlStEREQAoiOkTqejZ8+e1n1+//13m7bXrl1Lr169KmhulRET+471/YR7BjL/g4eZ+sGPLFqxzbr9rWdjefu5sTw4eT7rtx+3bv/ivTgevW8Qtzwwg6QzV6zbV3zxHLcP7Ua7Ia/ZXCT7V06jWURDwnq/YNOHtL2fculKFj3HTrNuC/T3IX3fXP7alczYiZ9at0e3jeDAqndZ+ttOnvl3ac74EQM68fvXU/h4wRp2LP+a1UPgxDUNn07/ye6YEh41MNi4nqXpA3jhz1KLg6MxrVz4ArcO7FyjYxpwSwynG7bAWSw/ane+uJftWw565ZjKfk/TPy992vTU3JPH5NkxWWjXrwSlEtZdCWdsg8FMeHwgXB+T5cY/TkhhzBNzrGNaRkUsfXX0mSfG5AyW9oNvvhnfiHAEJ9IwCWYzd76/khmxHR1/T9Fj4OASvp/+Oi8eEH+ra+J7+s/8P/jPl6ut2z0196I7RYOxwPr/O++8w7Rppf11hY8++gi1Ws3kyZPtfp6amkpoaGiF7aGhoRUejmsSSatVPvPMMyxbtozffvvNRiMKDg7G11eM8X366adZtWoVixYtIiQkhJdffpmrV6+yf/9+VCoVJpOJHj16EBYWxscff8y1a9eYMGECd911F5999hkghlV26dKFSZMmMXHiRHbu3MlTTz3FDz/8wD333FNlPy3VyA6uepfIsAaA+09EeflFtBv6Gpd3ziakQUDtPbkeWIJvwhRKWg/D+MBPdsfkd2A+6o3vYmwzgoK7lzgck3V/N55cLXKxVH5zdkyTfz7M1tNXXUo/q1IquKVdIz69v5ukYypLdb+nzGv5VrmENPCXLQxlxpSTV2iVTVjjoFobk2/0kyy/8Du3vViAWgNbF/sw6FwahUUGQmKeozKs1oMyOLQwlKHg+FcOx5SakWOVS2CAj82Yyt6Q7bVbdjlkeN4ZklLzeODrvZWOwR6/Pt2PHi1D7M+9sxtg2X2YAyLIn3QAFIoa+Z4yruXRYsBLVrm4+1uekpZNTOw7HFz5tvX+AM5bGBQKBfHx8dx1112A6Ox/xx13cODAAavvQqtWrZgyZQpTpoiK6YcffsjixYsrLD+0b9+exx9/nNdff73K80qBpBaG+fPnAzBkyBCb7d9++y0TJkwA4JNPPkGtVnP//fdbEzctWrQIlUo0/ahUKv744w+eeeYZBgwYYJO4yULr1q1ZvXo1L774Ip9//jmRkZHMnTvXKWWhLIH+4kVXFl8fLfbqxfn72Z8oAeUyjKnV4jjKt2vB3naVSmF3u1qtsrtdq1Wj1Vb8KnVaDfR9FHrcg8agR+MjJrqqMKYOt8LGd1H/vYMgHyWobcdWfkyV9d3ZMQUG+Dg9pqOXc9h0sqLzalWYzAJ/nczkYo6hQrIZKcZkoTrfk0UegQE++Dr6nq7j7NyrrO+OtntyTDptRetedcZkuREFBvjU6vUEcOD21tyhOcb+aw0ZdPacdUwWx0ZHfgPjhBQo91n5c9vzLVAo7Pc9oMskq8JhURYcjWl8VKy1f1DRTyIowJcF2486vdxnQaVUMG/TWb5+JMT+3GszGGLnoOx4O0GBfhXOWaE9j809cVtZuUD1r6e8fFG5CQwMJCgoyO6+rrB161bS09Np0aLUYmoymXjppZeYM2cO58+fJzw8nLS0tArHZmRkVHDwr0kkX5KoCh8fHz777DOrtcAeLVq0YNWqylOoDh48mAMHDrjcx3qBT5D4ckRYFwgIg/w0uLhLvNC9CFd8F8pTl7M/yngfvUKuAfBJchRLPORUN05IwWIvqSqVdNnPy5v1q8tnYX3Y8Oi/XT6usuyPgPjg0etRD/TwxiIuLo4RI2zrctx2223ExcXx6KOivPr160dOTg579uzh5ptvBmD37t3k5ORY/ftqgxpxeqyPqJRKRgzohEpZB8p1KBRiQqdDP8CZDZIqDK7KpWxFyupQ5Y+al1Cn5ksN402yuXvrIAY0zmTX1YrO1FVR9infVXyjn6xwvGVZYUOg+HeckGLd1xUSBo5FaTJhVqmq3rkc3qiQe8N8yc/P5/Tp0lLi586dIzExkZCQEFq0aFHBGV+j0RAeHm5duo+OjmbUqFFMnDiRr776CoAnn3yS2NjYWnN4BLn4lGcQzGA22rz8fVT8vuA5/H1UFT6r8iXYqSBXXZY/BqtehPyMyvdrO0z8e3qj585tB38/Hb9/PcWhGbA8zoR5VUVdyMvgqlzqE94lGwXbM5tgEmrmp7NseKSrioAjxgkpVuXiUmhzjrXvUS1lAZwMYd6/GBaPgbRj1TqHq3jDfNm3bx8xMTHExIgZQKdOnUpMTAz//rfzlpylS5fStWtXRo4cyciRI+nWrRvff/991QdKiGxh8ASroiHPNlNisVHJx9t78MqARHRqFxWAwA4wxgOxtiWFpYlThv2r8n3bDBX/ph2BvDQIlGadrNhQwscL1vDKk6PtrnGXxV3rgoW6YGVwRS71DY/LxmyCywfEEtBaf+eOubCTYI2BnBJtpbtV5cvgSSyOkhasvgl2Ekg5wh3rgoUqrQwnE+DcFkj6vVrFqFzFG66lIUOGOLUkb+H8+fMVtoWEhLBkyZKKO9cisoXBEwR1pHwsdrFJxfQtPSk2uXohKiAoyjP9EgQY+xkMeaO0foQjApqUZns8+5dnzm+HYoOR6Z+vsvGgd8Qn6086EeDlHArwaiuDK3Kpb3hUNlcOwze3wjcj4PM+sGMe7PsWDi6BQz/CoZ/gwPdwcm3pMelJ8O0oTo75nWFhzoW0lc3y6M5SRHWwnK+qc7trXbBQpZWh1+Nihdzu/3DrPM4iX0vSIVsYPEHXd+Hy71Xv5xSC5yrfaf3gpoed37/tMLhyCM5shO4PeqYPbnA2Q4+nYn4F4ExGvodak6lzFOfDphmwaz4I10Prcv6GtW/Z37/NUOhwvT5Nkyho0ILNx4zsrYbvgiuoAgIIiIpi3Jm93LrzDx6SMIV0wsCx4kOFB5w3LQq5XStD+xHiS6bOIysMnsCSaz5ljcNSuE6hUEPk7dbKdzVO2+Gw7RNRYTCboZadzDZMHWwT2+0uctrleoqxGL4cCFliGCSd7mLtU3/SrIuR4DAzB4LDGTO0C5hLxBuoSgsRpbk7UCjguf2MUWvJs+N86Ck2n8yg0ZAhKFQq1jRtyvaYwaj3JWLMLS2OZy+ngj2c6WN6SLhHlAVwQSHPvggqnWRLnjLSIisMnqKclUGjNDOhRzIapQv+C4LRc9aF7XPFH8iBU6FBc+eOad5HrDKnz4C0o7Y/mh5Co1Yx4Z6BaNRVm0GVSgVKjy1KeDeuyOWGQDA77dyrUQpMuKc/GqUgOgXbQ6EUX/ZQ66DzODi6HG6fBR1Gon8gkhNbtaXFmb5ZZXUELEt5XwQplxc+/+s0CpUKc0kJSo2G3MCG+EdFkbNnj9jHcrUn7NWicIXXv/43QhmF4a6Si261V6VCnpcmWjCjx7h1nqqod9dSDSIrDJ6inJXBV2Ni/pitzh/vSetCcR5smw2FWdCiv/MKg1oLrQeJTkpnN0miMPj6aJn/gQvLJPWEeicXO47CjvAF5ncCfq0kpr+8o3B5U/vgV+GWV0Drh2/0k3bTMVucBu0pDta+SGRhSMkuZM+5aygUkH/sGEE9egDgExGBPjgYY06pf4AjRaFsWKUzfVQiiHK6jlolsUXRv7HkygLUw2upBpGdHj1JmYp2hSUqnv59EIUlTmq5nrQu7P1aVBYatYMujqul2aX5zeKTWn7FLGOeoLDIwNNvf0ehiwVybnTqnVzsOAo7ouprqZyjsCBA/CTYOrv0hqjxxbf7FKvFoKbKSzvL74fEm/3NrULo50+p9UUQ8Hcy7r46IZiWUtvjo2Klj+xQ1swTf727lmoQWWHwJBYrg0JNiVnJosQoSsxOiFihhqZjPWNdMOhhx/WsmYNedv0i7f0EvHEZbpvufl/sUGI0sWjFNpuc7jL1UC5d3wUnXVqrvpbKOQrv/goO/wR/TYf00qJC5Z/MLWGJ9p7YKysPLQW/JYoKQ+9WIRxr36N0eUWhwCciAnWwd4YDeyP17lqqQWSFwdOUsTI4jUetC99AwVVo2Bq63uf68T7BYnSFjIyUlFGu3aK8sn1xlzXy4fBqpTXuv3z9hMpwZV9PkJFXzN9ZBaiVCg5fzkZpsr3RCWaz01YGGRkpkRUGT+PqD6FHrQsFsGOu+P6Wl0Elu6jIeDHVUa7LU1bZPrcVfn4EzEYuHVVxZreaeEUk8YpIu0sQrjgNSplToUmgjr1vjeDDu7uy5WRmhbwICqUSn4gILoXa+iINzzvD+KhY619XqcxXo8YwlVS9j4zXIN9RpKDru+gu/MFbt+xHp6rCLOaMdSHjBPz5FrQbAX2fcrzf/kVihEODFtDtAVd7bdvOge/FXAw3T6x+O3bQadW89WystaKcjEi9lIuT4cg6lcn+tWRxFFY2hv9NgGPx4vYmURxYeRFQOLyRuhth4Gl8NCr+PJbqsMiaSqkgYeBYnvjlc+u2yuZMdRUbi3WlvNw8rijlpsDat8Wsm/cvdv14fSakHoHcy+JvXuvBEN4NUg/hk3e1/l1LNYQsUSkIiUHX8g7e1qypPHTMmciIU+th+aNQnAun14kZGbvYKdtdUgjb54jvB70EKjdSouZnwOV9ENJGAoVBw9vPjfVomzcC9VYuTiQ906nNvD3YTiVakxEK28C83mAsBIWSs3uUHN94EVNJRYfKsjfBqko+1xRFJSZ0aiXHUnIrTYNuMgsca9+D9peSbNKb19k5U3BNVPAEs2gZaj3I+WMv7IAl90BJge12jT+U6NE2as/bz+/zbH9lAHlJQjL07d5mzJJb0Rsq0cmE6z94v0yC354Vi0StflW0Jqx7B/54CZbdJyoLAdcTnWQ4qDGx71sxsiGoGXQf717nO42Fe76BoW+6144d9AXFjHliDvqCYo+3XZept3JxYglPb1AzZulo22tJoYamsXByk6gstBwAk7ZwaLWOkqK6k7vjP2uSGTZrM2/+crjKImtizYaTfJSQzLZTmeTmF7k9ZxxZDiS3wIR3gZ7Xw2QTXhctDc6QdQF++qeoLAS3EJPNdRgNChWU6MEnGGPDtox7Ymb9u5ZqANnCIBGm4K6sP9sMExrAjrnVYl3ILoHDP1beWMw/4faZ8PduaDPE9rO047DpQ7GwC8CgF8V8Cu7QpKP4kgCT2cz67ccxmT1YkfMGoF7LpQorg0lQiNeSUOaGKhih+3vQIhsKr0Hnu/HtNMlufgVnKL+eX1jNdlxBEAQ2JKfx9zXnzibWbEhnfVI68zedITRQy7ksSLqSW/XB3siwt8XieGlHxWXQ3o873FWMWBHYNHwDfRpfFevePJpQ6qCdmyKGkjeJoqDAQML0F+rntSQxssIgNWXXZgUgUwdBJaC77rugCIGGrcQkMyYjmAxiilrL++Y3i9EOCkVFZcFkhKX3Qe4lQAExD0GMnLBEpo7hSmr1EgWUaKD9KPG4ENuPyy47FCYtADdCI6VK0mRBoVCQ8MIt3P/VTpJT8+z6LpRHpVAQ0cCHvCIj6XkG/Nu3596Fe+g54UGGR4UyPDqMPm1CHB4vCALHUnLJyCtmaFSoJ4fjOn4hohVzzauw8QMxZ0wlRfKWJf/Biw3780fnDez+5CSjJpWJ5gqKFF8ykiIrDFITMRqyVoNg5NHvb+XbvruhRAW9R5T6LtzycvXaVqnhlpfErIxD3oDQaI91W3YjuvAAACAASURBVEamRnGmgJsZSPVDKFKhiOpj3eyorLM9nFEAykZVSK00nMvUcyzFeQuBSRC4lFVI/DP9OZeeyzOfrSOoWVMuZRWyeOcFFu+8gL9WxS0dmjAsKpTOkcH461S0bCSW8d58MoMJ3+4lMtiH7a8PQ6FQoNBoCIiOJj85WaphOqbX4+JyakYSbPoPjP6o0t0PZoWw6WsfQOFUZk4ZzyL7MEiEj1bDF+/F4RPzL3zfexTf9ydytVjHX2mhoDJ7Lu9Cz0fh/u/qjLJglUst1an3Vuq9XCrxZfBRm/gidgs+GhPfHG+PoRD+HDOXeEWk12ZurIxDf2dz/5c7uZpfzCfrT1bpu1AelVLB53+dIbZbU2bEdmTPG0NZENeTB3s3p0mgDr3BxJqjqbyy/DC3z93K3A2nrcf2bdOIRv5aujQNJq/4ujVHEPBp2hT/du0YHxXLOCGltMbG9cRWkjmFqtQwaob4fs9CSLejtCT/Qa+Qq2U2VC6ven8tSYhsYZAIrVbNo/dZPH/FJ5R1qRGsS42ATQIsmO+ZJ5c6VoHRVi4yFmS54NDKoFWZeTRGdPZ9bl8vIi9foShPab2pVaYsuHqNSRktYTYLfLXlLLPWnsBoFnjzlyOVRkY4QvRlSONkht46Z0Z2Dmdk53DMZoGjKTmsT0pnY3IaKdlFaNWlz4U+GhW73xxuUzdC27gxhvR0ii5fdn+Q1aHtUOh4B5z4Q3SAjIsv/V1LPQLLH2fdsGKGC8Mhq+rm5GtJOmQLg0Tk64u4KfYd8vVFdj6tWzd5T1K5XOovslxwaGXQF6jxff8JfN+fCCgoyqt7P1tpuUX885vdfJSQjNEscEfXCIqMZpetCxZUSgWz/kyuMGeUSgXdmjVg6q0dWPX8IA7861Zm3N3V5tjyRaaKU1PJ2b/fpsCVX7t2aMNqsAT1bR+IZcXP/gUn1pRub9AS2gxhc3ooidkNnIrekK8l6ah7V14dwSwIJJ25gvl68ZtRESmE+9SE77V3U14uMiKyXK5TLvtjww8f5dLxMFYN3kxEFdePp0IBPbG8kZ5XxHu/Hyfum93c/ulWhs3cxI4zV/HVqPjvPd14ekgbNp/McMrR0R4ms8BfJzM5lVng8TmzMTmNwM6daXDzzRxv08WjbTskpA30e1Z8v/plOP6b+N4nCB5cyvjtAzALzt2u5GtJOuQliRqgMHEW/LcNZqOBrqtv52x+oFPHlS9+I6XzlYyMV1AuYuLtzsfoGJRHkKaEQpPKoVLgybwBy5JXWQtTWRzqtp/OZNfZqzzUpyXhwT4OjzUYzSzecZ5PN5wiv9g24qNzZBBz/xFD2yYBPL54r8Osjs6iUio8UmOi/O9KicnM2O6RrDyUwp8DxtLp7FFAXK6R1MFw0EtiMqes87BxOkSPFZcmlCoKTPKtyhuQv4Wa4OSfYDJwJj+As/kB1W7GokDIioPMDU3Xd/F9KpzeIVf5a/gGQPRdyC7RWp/+y4ZMSpFkqGybO05nMuHbPZSYBBZuPcvjA1tzb8/m5BaWYBYEYlqIoYDbTmXyzsqjnMnQA9C9WTAP9W1Jk0AdTQJ0REcEoVIqOHo5p1q+C+UxmQV8IiJISs2jTztft9uzoFEpeWdMJ/44cJGLka1JadKUyAzRv0HKyIR4n46MKzgGmz6CMxsg5xI0aG793fO2dN71EVlhkAg/Hy0rF76An48Wjv8KQPzfzfGE/4LUoV5SYiMXGSuyXMoQEoNOaeLLm/egUgosO9+S1SlNbXaRqvR02RthwtFUnl6yn43J6ZSYBBoHaMnMN/D5X2f4/K8zAHQMC+TPF28BYENyGmcy9DTy1/LaqCju7dkMpR0fhU/Wn0SBs8W9q2bBtgv0aefZnAqNAnR0Pn2Iwx17sqvbQO7e8JNH23eIb0MY/R+3mpCvJemQFQaJUKtVjJ34Kf7qEjIfWAfAL383r+KoGx+1WsWtAzvXdje8DlkutrzZ+RidgnNJLfTh5YOVV3Ite5N3x0tIX2zET6tCcd1D/89jqaw5mgrALR2asCCuJ1tOZjB73UnOZupp7K8lNEhnPX7KiA74aFQ8Nbgtwb6OQ/rOZug9piwAnM3Ue7C1Uvoe3sbhjj3Z37kvYzetQG1ys7JoJVgsF2UtGOWVwrKhnpUhX0vSISsMElB2ot8WngrGIs7m+3Mou4FH2i8bF13Xkpbk5hfSbshrnN70EUEBnjOj1nXqtVz+3ivWg2jeR6wJsHMeU6PEePzJ+3uSZdBV0YD7mMwCD329m+njutA5UizudF/PZjRt4MuoLuF0jgxCoVBYwxftEeyr4bVRUVWea8PUwR5xyMvVFxI1/E3iN85wuy17dDx3jAa518gOCuFI+x7EJLtW0MkdS6g7FqR6fS1JjKRRElu2bGHMmDFERkaiUCj49ddfbT4XBIFp06YRGRmJr68vQ4YM4dixYzb7ZGVlERcXR3BwMMHBwcTFxZGdnW2zz5EjRxg8eDC+vr40bdqU9957D8FLPGTvbv43YLEu1N9wyrLkyeFOdqm3cvnfBFg8BhYOg6+Hw/p3UCsF6HwHPz+fVGH3wqQFNi9PEH/wMol/Z7N4x3mrI2L/do15+baOdGkabLU6eAKlUoFapXT/pVSSl1+IUqJcLPeYL9P76A4AdnUb6PRxvtFPWm/4Vd343c174Siipd5eSxIjqcKg1+vp3r078+bNs/v5f//7X2bPns28efPYu3cv4eHh3HrrreTl5Vn3GT9+PImJiSQkJJCQkEBiYiJxcXHWz3Nzc7n11luJjIxk7969fPbZZ8ycOZPZs2dLOTSn8FUZGRUpWgDi5eUIGRn7RHQDn2CxCNGVRPH9XfPh3qUw9ixpez8FIG3vp5L57nRvFszQjk1o0ySg2rkRbkRuPrwdgFOtorkW5LhGRXksywZSZYkcHxVrk77bglS+LTIiki5JjB49mtGjR9v9TBAE5syZw1tvvcXdd98NwOLFiwkLC2PZsmVMmjSJpKQkEhIS2LVrF336iLnjFy5cSL9+/Thx4gQdO3Zk6dKlFBUVsWjRInQ6HV26dOHkyZPMnj2bqVOnevTJwFVGhqfirzZxPt+fA1miJ7UrP3iW8K7y22Rk6iyF2bD8MRj+b4jsIW77xw+Qe0UsQqTxg1vfhUD7Zn+paB8WyLeP3ozZjTDHG5HGOZm0P3+cU606safrAEZtr6Lex3WcyWVR1m/BEsZaXcoqCmG9X6h2OzKVU2uJm86dO0dqaiojR460btPpdAwePJgdO0Qz2M6dOwkODrYqCwB9+/YlODjYZp/Bgwej05Wuc952222kpKRw/vx5u+cuLi4mNze39JUnTXlYy3JE/KVmWJYj4hWRDl/1AX9fHftXTsPfV/p16bpEvZHLmtfEkLn4SVC2/HBQBDzwPdz9VQVlQUrZlF+6tBfV4K3U1Jzpe93KsKfrAMxlHsCq+v2qrgLgSNlwZQmqXlxLtUCtKQypqaL3cVi59KNhYWHWz1JTUwkNrRguFBoaarOPvTbKnqM8M2bMsPpEBAcH0ymqvXuDsYOPysjo68sRL878wuX1VssFWPaiK0xawDghxeZV11AqFTSLaFinfphrgnohl6Tf4fCPoFDC2M9AafvzY1n7Ln8jklI27/5+nDfjj5CRV+zxtqWmJubMOCGFtw6twK9QT1ZwI062FIvceeoBp+zSgidrgvQcO42ALk+51TeZitR6aujySwaCINhss7ekUNU+lqcGR8sRb7zxBjk5OdbX8eRT1e6/I0aEpRGoMfK33g+a9nTqGMtF6HXrcGYT5Gd4pKk8fRFhvV+QnZLKccPLJT8Dfp8CwMfHOuI78muH87z8jUMq2ZxOz+f7XRdYtvsip9PzPdp2TVBTc8ZHo+K+YZ0IzM9B7+s48ZxFwZOXTW9cai2sMjxcNDumpqYSERFh3Z6enm61EISHh5OWllbh2IyMDJt9ylsS0tPFLGrlLQ8WdDqdzRJGXoHJjZHYp+xyxGQ3/SjKpqitcc5shB8fEstnT9xYO32QqdsIAvzxIhRkciQ7mA+OeUeM/H/WJGMyC4yIDqNf20a13R2vZurIjnS9ezQqs3O/la4qDfb8tZxt317OBhlpqDULQ+vWrQkPD2fdunXWbQaDgc2bN9O/f38A+vXrR05ODnv27LHus3v3bnJycmz22bJlCwaDwbrP2rVriYyMpFWrVjUzGDv8cKEly8635H8XW1Tr+LKmulpdeghuASUFkHYMJEzcInMDc/hncTlCqeGJ3X0wmFV2d6vJJ9OdZ66yPikNlVLB66Orzp1Q3wn21TitLNjDFT+tZcmrXJoL9cX/yxuQVGHIz88nMTGRxMREQHR0TExM5OLFiygUCqZMmcKHH35IfHw8R48eZcKECfj5+TF+/HgAoqOjGTVqFBMnTmTXrl3s2rWLiRMnEhsbS8frRVfGjx+PTqdjwoQJHD16lPj4eD788MNaj5BYlxrB47v7su+ae08unqic5xYhbUAbAMYiuOr5pRuZG5ycy7D6FQDeSYzicHbDCrvYezocHxUrmZ+O2Szw4Woxv8P4m1vQLrT69V3qG2YU5PmVFs9z5/fJ3rHOtFfX/bjqMpIuSezbt4+hQ4da/586dSoAjzzyCIsWLeLVV1+lsLCQZ555hqysLPr06cPatWsJDCydkEuXLmXy5MnWaIqxY8fa5HUIDg5m3bp1PPvss/Tq1YuGDRsydepU67nqEuOjYt1KbSsJSiWEd4WLO+HKIXFpwg0C/X1I2/spgf6OK/7VR244uWz8APZ9C74NoDiHvVdDmJVc8UneoiyUd/IteyPwtGxWHkrhyOUcAnRqXhjheYfnmqKm58zp5h1YfOckQnKusnfvYYdWgKpCJD25fCBbF2oWSRWGIUOGVJpxUaFQMG3aNKZNm+Zwn5CQEJYsWVLpebp27cqWLVuq202vwF4SEq8hvNt1heEwdH/QrabMZoFLV7Lo2CYcleoGjghwkRtKLsfiYcvH4vuCTAqNKp7Y3QeTUD2DpidlU1Ri4uM/TwDw9JC2NA6ou6F3NT1nGmelk+8fhFGtBlXpspK7ORQcUau+WzJ2qfUoiRuRwqQFNtnpyuIpM1qN5nCI6C7+vXLI7ab0hcX0HDsNfWHdC2OTkhtKLoEREBgJ3R7kh/MtmbCrLyfzgqrdnCdl8+3281zOLiQi2IfHBrR2u73apKbnTIP8bKZ89yHvz53KsmO/2XzmyaVTi/+Ws7+Ttb5sW4+Qi0/JVE1EN/Fv6hHR470WfUNk6gAt+sJT2wjo/RomoW9t98bK9tOZzF4nWhdeGtkRX61950sZx7S8cs7m/7LRDWVv3I4qS8YrIkG+wddZZIWhlrBoz/YSNMF1fwaJ8ua7TJMoUGmhOAeyzkNI3X4yk5GI3CtixkYA/0bVXoKQgmMpOUz6fj8lJoE7ukVwd0zT2u5SncdTT/bW3zkPLcem7f2UsN4vVLDuyriPrDBIyA3jwKbSQGgnsTDQlUNuKww3jFw8TJ2Wy8GlsPpliJ0D3R9w+rDCpAVO+e24I5uU7EImfLuX/GIjfduEMPv+7jdMRs3amDMrh9zL0fY9UCUew1SmUKCFsg86riyXevIBqU5fS16MrDBIRFCAL+n75lb7eFediMpemJI4CkV0FxWG1MPQ+a5qN+OuXG5UbORSUgjF+RDQpHY75SyCAMl/iPk6si9Uy3G3Msc5d+dMiL+Wm1o04MLVAhY83Aud+sZYiqita+lyaDMyQsLQNkmn0I7CUJOME1LsRpbJvzHS4D02wxsMo9HEum3HMBorT3ZSZ2KJLX4MVw671YyzcvE6TEY4tU68mUuAjVzOboK5MZByUJJzeRyFQiwcddeXMOjlCh87qqNSfpsjZ7fqzBmD0UyBQUw05qNR8cVDPflhYl+CfDROt+Ht1PS1ZPmtijp/HACdnTo/3oA3/MZs2bKFMWPGEBkZiUKh4Ndff7X5fNq0aURFReHv70/Dhg0ZMWIEu3fvttknKyuLuLg4a82juLg4srOza3IYFZAVBokoKDIwduKnFBQZqt6ZWs7m6AzhnomUcFUuXsOer2DpvdYkRJ7GRi5nN4EhT6y94EZ2vRpFqYIe/wCl0qGlwKIguFqIzZU58/e1Aj5KSKb/fzbwzdZSBz2VUkFDf63T56wL1Na11PHcMQC0jRpVKCDmDXjDb4xer6d79+42OYPK0qFDB+bNm8eRI0fYtm0brVq1YuTIkWRklNbsGT9+PImJiSQkJJCQkEBiYiJxcXE1NQS7yEsSMs4R1lmsMqjPEAsJ1RVzuaewWFbcTFzlCEXhNW6LSBEVhIFTIfEHcQlo3//BzRMlOafb7FkIaUdh1EegEdeMq1qzltKR968T6Uz6bj8Gk1g2e0NyOs8Pr7uJmbyViIzLmIqKUPn4oAkJoSQz0+G+44SUeplcafTo0YwePdrh55ZsxhZmz57NN998w+HDhxk+fDhJSUkkJCSwa9cu+vTpA8DChQvp168fJ06csGY6rmlkhaEMefoicvNFk7NGrcLXR0thkYGSMqYtnVaNTqtBX1CMyWy2bvfRatBq1eTrizALAnn5YgU5i1nM0q4Ff18dSqWi0kpzZY8JCvDFaDQ5pTXrC4rx99NRbCih2FBa/8G9MSlQ/jMBc8O2+Pk0RO3CmAL9fTCbBfSFxVa55OUX2R2TUqEgwN8Hg8FIkaHEul2lVEowptKkYn4+WtRqleMxjZwDg94RHUDzC23GVJbqjsm87zt+vWUrRcvjKBz/E77D/wWrX0ZY/y75EQPQJMejFgyoR76LvqAYLmxHe/AbTI2jUQ6cgjbnDCVb5qDIPk/RyFmYm0RXPaZKvqeqxqROO4Tfn2+CyUBh4+6UdP0HjsjNL6z0eypMWmDzPeXmF9p8T2XnjKMxnblayDNLDmAwmYlpHszDfVpwS/tGCILg0e+pVuaeg++prFxqckwKwJCejm+LFuhCQysoDLn5hQ7HZI9cj19PRhu5uP1bfl3+eXl55PqV+r+UL2JYXQwGAwsWLCA4OJju3UVL7s6dOwkODrYqCwB9+/YlODiYHTt2yAqDNxAT+471/YR7BjL/g4eZ+sGPLFqxzbr9rWdjefu5sTw4eT7rtx+3bv/ivTgevW8Qtzwwg6QzV6zbt+07xdgRMbQb8prNhb9/5TSaRTQkrPcL1m3LyvXH8lmgvw/p++by165kxk68HioUFUt02wiSzlypYAJ+cPJ8fv96Ch8vWMP0z0s/89SYVi58gVsHdnZqTCCGOV26kkXPsdOs23rE/puMfZ/ZjgmIbhvBgVXvsvS3nTzz7++t20cM6ORFYxLIjB/PBVVHmzHZ/Z6cHNOJlZv5oreaV1fkwtkfmf/eY5z/Yy6tDBfxW9gflVLAhApufpwHX/6FxpdW823f3WhOrqJgz9dojVlYVucNC27jzi238O+P3nP7e7I3pgYaA/vu2ICfzsCFwL5EPbYT2OVwKSKs9wse+Z7aDX3N7vek8venbewoCktMFKenk7ByJQnzBJfG5Oz3VPtzr+KY2g19rUbH9Bgw8dBalrR4gg5BOrYnLeCm2HesYwrr/YLNmL7CFkvYowVLCKSnvqfPFq2zysWT31N0p2gwFlj/f+eddyrNUlwVq1at4sEHH6SgoICIiAjWrVtH48aNAbGKc6gdH5HQ0NAK1ZlrEoVQWe7mesLl1CzaDX2Ng6veJTKsAVD7Tw+ONO28gmJU10PCMvMN9H3he2LTTjBm8wrrviP157zyiajOPuUZC8gruf5kYTbi9/N9qC/txBS3En3YzRXHVFxIgeF6giuTAc3Fbfi27YdBHVTpmBQ5fyMENUWj0eDro6Xo/F50i0eiEMyYGrTGPORNNN3uRV9UgpB5EvWZtWh3f4ayKAsUKkqi7kSRfR71lQMIGn9MD/6Iuu0tnv2eBAHfXyegOfMn+dcUbFrgS0mxbYhi+fj8tL2fSvY9XdUbeHjRfv7OKqRLZBALH+qBv670OajOzz0vvJ7W+rcmzy+Qac9+jFmpYs4DPRjRoZHDMW0IbGvTz7vMl71uTJV9Tylp2cTEvsPBlW9b7w/gvIVBoVAQHx/PXXfZRpfp9XquXLlCZmYmCxcuZOPGjezevZvQ0FA+/PBDFi9ezIkTJ2yOad++PY8//jivv/56leeVAtnCUIZAfx+CAnxttvn6aPG1s6+/n/2JEnA9/tdgMLL0t508dGc/gArtWrC3XaVS2N2uVquY/ucpklNzeeW2KJQK8Gvdmi3NmzHowEYa5GXZ9E2n1aDTVvQKr+6YyEuDrTMhLxUe+L5aYyovF7VaZXd/rVaNVltxenp8TFX13VgMszsRFBoFDy6DoMYQ0QUu7US17i2CntwshhWqSvuq3vUZQYd+hG73w7mtcGEb+DVG22og2tzL0OVe6DkBNDoozkenC0CBgqU70njozjbWcfu06g0PLYeCa6g634VKpSkdU4uu4uumB8SQxg6j0DRsKYZj/vgPFOe2oP7hPnhgCUHtb3VurFQ+94JMVyHhDTjzJyYj7PmfroKyUNV5qvM9lZ0z6ushkUEBvuiLjbzwP1FZaB7iy/892pvQwIrfa6Vj8ua5V8l2lUqBj1ZjlYulvzUxJouDdua6k8zdcIo344/Q9fmBtG1Sseqnvb4oFPa/D099TwoUrFizz0YuVY3JHpbvybK0ERgYSFBQ9VOcVzivvz/t2rWjXbt29O3bl/bt2/PNN9/wxhtvEB4eTlpaWoVjMjIyCAsL81gfXMX7XFxvEIoMJTzz7+9tNGB3EQSBzSczOHo5F41KwcB2jTFkZmJUa1jb/w6Pncchai3sWQBJK6Ewq1pNSCEXKYkdcR8U53Dl5CH8er0hbhzyBuiCxVTZH7eFme0hrdSkSfIquHYGNs0QlQWAgkw4/itc2gsJr4lhk0vuFf+e2+JYLu2GQ7f7RN8JewQ3gz6ToGFL8X9dAIz/H3QYJZYk/+EfYjGosgiCqAi5wtUzsGCI+N0rlBz6Q0tOas3kM7AnmxKTmWeXHeDwpRwa+mlY/OjNdpWFG5navpZeGN6evm1CKDCYeHbpAQoN3hHRU9tyqS6CIFBcLF6X/fr1Iycnhz179lg/3717Nzk5OfTv37+2uigrDHUJhULB6smDmHlfd3q1DEGhUJCflATA7q4DyGwgceSCb0MY8iaMWwDKGyeevTLuaHoZgNUpkQhcf5r2bwRDxPVRCrOg8Br8bwIY9OK2CatFGbUbAU17wpOb4faZMPh1uG0GBDWFvBQ4vQ706fD3noondgeNDzywBLrcA+YS2P5paXjm1lkwPULc5ix5qfD9ODFCJrQzTNrChcTS7798LYFlyausLymiIgRB4K34I2w6kYGPRsn/TehNGztPtzLSolIqmPtgDI0DtCSn5vHu78dqu0teQ35+PomJiSQmJgJw7tw5EhMTuXjxInq9njfffJNdu3Zx4cIFDhw4wBNPPMGlS5e47777AIiOjmbUqFFMnDiRXbt2sWvXLiZOnEhsbGytOTyCvCRR52gSqOPens2s/5dcu0ZxWhq6sDASBozhn3/8n7QdsNwo6wOCwOgI0elpTYoYGmbJYlh49AtQqMQn+o0fgGCC/DQIaSNu6/6AbYrkyB6l73s9BolLIedv6Ho/hHUCJ7zJXUKlgbsXQuMO0OtxMU8CgNoHjIW2SkrWeVHxiYyp2E5RjmgJyb4ADVvDw79CQGiFWigWyvovSBVCeSwllxUHLqNUwOfjbyKmRUNJziNTNaFBPnz6YAz//GY3y/df4olBbWgXGoDJLJB0JZcuTYNru4u1wr59+xg6dKj1/6lTpwLwyCOP8OWXX5KcnMzixYvJzMykUaNG9O7dm61bt9K5c2frMUuXLmXy5MmMHDkSgLFjxzrM61BTyAqDRKiUSkYM6ISqBhKb5CcloQsL40DnPozetlLy87lDTcrFbdKTaBWgp9CoYmNauXVDlRr6PiW+j4yBBi1AF+hcuxof6P24bXNSyEWpgiHlnKO6PQAdR4tWDoDiPHHZ4to5uOtz0SphoaQIfnwI0o6AfyjE/QIBtp7bNVFauLxsujQN5ptHepGeW8zw6Npbz61tvOVaGtCuMe/EdqJb8wa0Cw0gI6+YB77ayeXsQra9NgyAa0Eh5AQ2pPXlM1YlU6pkdd4glyFDhlBZPMEvv/xSZRshISEsWbLEk91yG1lhkAh/Px2/fz3FY+1l6Q0898MBhnQI5fGBrW2K53y3eylz2jfnQtO2XIhsLe0FaSwWn06zL0DMP10+3NNykZSTawD4Kz2UQpPaJmwwXhFZKt+wzvaOdokak4t/Y/FlQTCLykP6cVj+GKQnictOSiWseRXObwVtIPxzuWg9wXbsluJR44QUj1UbrNDl67Ixm0t/gId09M60xDWJN11LEwaUFqRrHKAlyFfDVb2BE6l5JLfuzNf3PEfD3Gu8vvBfqARzJS3BlZxClu2+yM/7/ia30IifVoWPRoWfVsXvzw/ERyNay77feZ7Ev3O4s0ckt3QQl2PT84rYfCLDa+Ryo1EHHvPqJsWGEj6Yt5JiDznebDmVwfbTV1m+/5LdSnuRGZcASG0scdnewixYHAsrny9ds3cBT8tFUk4kAKXLEc4+TVen+FKtycUnGMb/BP2eE//f8rH4AtY99jN5mQq2LiwhPlLMWmcZW9kxSl2GvdhQwvOzVjLq0y2cz3R9zt2oeOu1pFAo+OSBHmx/fRgD2zem9aXT+BQXktkwlP2d+9o9RhAEdp29yjNL9zPwo7/4bONp0nKLKSwxcVVv4HJ2IafS89GqSm9Zu85dY8WBS5zNyLduO5eh57ONp7xSLjcCssIgEcUGI9M/X2UTD+wOm0+IOcaHdLTv2BieKT7xXWkscRrWwHAICBOfTNNcd3LytFwkIz9DjGigVGGQklqVi1IFt02Hu+ZD447Q+wkA8q8q2fCFL5nnVYyPiq2gCPlGP1kt5chViopLweFllgAAIABJREFU+OVkLifT8pm78ZTk56srePO11LqxPwHX82E8aDjH5Ht6A7C2/x2YlKXRNQUGI8t2X2T0p1t5cMEuVh9JxWQW6NM6hC8euoktrwwlYcog4p/pzw8T+9o8LN0d05TXR0fRq1WIdVuwn4Yh7Rt7rVzqOvKSRB3AbBbDKaGiKbYwaQHxikgiMkSFIbWJxBYGgPBuoof/lUPQ/Oaq96+LnF4HCBzMasDlQj+nDil78/SNflLyJ2+P02M8dLUN4RSEqvMsSI1CoSB7924mvf4oH9zVpba7I1MN4vq15LPle7jaMJQj7XvQ48R+/rMmmaW7L5BXJN7YfTUqxt3UlIf7tSQqvOp8B8Ojwyr4sESFB/Hyre35+E1JhlEnyc7OZvny5Zw5c4ZXXnmFkJAQDhw4QFhYGE2buna/kBWGOsD2M5lc1RsI0Knp1cq+R3h4phj+d7VBY4o1WnQlElZqi7iuMKS6V+raqzkh+i+svlwDCpg34SjfQxkcLc14WkESBAGFQlRYzMXFTIuNxs9Ooh4Z78dPq+auDT+hNRrockoMNUzJLiSvyEjLRn7E9W3JfT2bE+xXP8K1a4rDhw8zYsQIgoODOX/+PBMnTiQkJIT4+HguXLjAd99951J78pKERGjUKibcMxCN2r3kNll6A6/8T7wx39kjEo2q4lc2TkjhYf0JAvS5CAolaY0i3DpnlURUv9S1p+QiKcZiOLMRgDVXSmXpqFaCJ6gTckFaGVgwmwX+b9s5hs/azPL9l+qMbGqauiaXnkl76Hoq0ZLNhGeHtuPbR3vz10tDeGJQG48pC3VNLlIydepUJkyYwKlTp/DxKU1sNnr0aLZs2eJye7K6LhG+Plrmf/CwW20IgsDL/ztEam4RbRr78+btlZdWDs9M4ayvP9lBIbRIveDWuSs/UTfxb3oSmEqceiq14Am5SM75bWDIh4AwDlwLqXr/Kiifq8Be9Io3ysVergWLdUHK5Zbvd13gvVVi5sz3Vx1ncIcmXicbb8Ab54wrdAwPpGO4k6HILlDX5eJJ9u7dy1dflS//BU2bNq1WESvZwiARhUUGnn77OwqdKEftiG+3n2dDcjpatZLPxsfYFNWxR9zvC/lo9nN0O3mw2ud0ioatxNTIJgNkJLt0qCfkIjl5qeL4OtxWmt1RYlyRS7wiknhFpNXpUGrnw5rItWAhu8DAJ+tPAvDMkLZseXUoARqF98+ZWqBOXEtlGCek2Lykoq7JRUp8fHzIzc2tsP3EiRM0aeJ6ZmBZYZCIEqOJRSu22VRHc4VjKTnMWCOmfX77jmg6R1adMS1In4vaVAOewQqF6McALi9LuCuXGiHmIXj1DIx41+2mnL2R1wm51ABz1p8iu6CEjmGBTL21A8G+Glk2DpDlYh9ZLqXceeedvPfee5SUiCGmCoWCixcv8vrrr3PPPfdUcXRF5CUJL6TQYOKFHxMpMQnc2imMuL4ta7tLFQnvJib1uXIY7GQUrvOoNODn/nKEBZundC+MoCiv2JTtnyU5k9ScTs/j+13iUtq/x3RCbcdfR0ZGxnlmzpzJ7bffTmhoKIWFhQwePJjU1FT69evH9OnTXW5PVhi8kBlrkjidnk+TQB0f3dPN6ileFWaFgp9HPcyVxpHsO5hEgZSdrKaFwespzAKfBqIVBdsbZ3lfBFduosuSV9Woab+6WJwabTJZ1hAf/JGEySwwIjqMAe0aV32AjIxMpQQFBbFt2zY2btzIgQMHMJvN3HTTTYwYMaJa7d1QCsMXX3zBxx9/zJUrV+jcuTNz5sxh0KBBtdIXnVbNW8/GonMxDKyoxMThSzkAzLqvOyH+WqePVQoCO9rdhMrPD/XpS9LmArBESqQdBbNZTCXsBNWVS42x9H7ITxWrTbbsJ8kpliWvqpC+21W5lFc+liWvqlb2xcqUnrIKUqHEysNfJ9LZdCIDjUrBW3fYOvd6/ZypJWS52EeWS0WGDRvGsGHD3G7nhrH5/fTTT0yZMoW33nqLgwcPMmjQIEaPHs3FixdrpT86rYa3nxuLTutaqJCPRsX/nurHtxN6W/Oju0J+UhLZe/dizM+vemd3aNRerHxoyIdrZ50+rLpyqRGK80QFKPuiWEzKQzhjWXBHLjUR6iglJSYz0/8Q/XUm9G9F68b+Np979ZypRWS52EeWSymTJ09m7ty5FbbPmzePKVNcr7dxwygMs2fP5vHHH+eJJ54gOjqaOXPm0Lx5c+bPn19h3+LiYnJzc0tfeRW9SN1FX1DMmCfmoC8odvlYjUrJ0KjqFdcpunSJ4pQUhBKJ86ir1NCyP7QcCCXO5/d3Ry6SowuEV07Dw79BcM0mbPJquUjM0l0XOJ2eT4i/lueGta/weX2WTWXIcrGPLJdSVqxYwYABAyps79+/P8uXL3e5vRtCYTAYDOzfv99aN9zCyJEj2bFjR4X9Z8yYQXBwsPXVKarij5S7mMxm1m8/jslceWU2C7PXnWTGmiQMRuf29wri4uHRP0qXJ5zAVbnUNL7dX8T3jmVuhSouS15lXXawPP2Pj4qt1BLgqlyksCrUhqVCDKMU60O8NFKMiiiPt8+Z2kKWi31kuZRy9epVgoMrRtgFBQWRmZnpcns3hMKQmZmJyWQiLMw2r3hYWJjd5BRvvPEGOTk51tfxZGkK2ijUaoxOTNoTqXl8tvEUX20+y8bkNPdOqlSiDQ3Fr00b99qRkYTq3pSryrdQdtnDoqxYXtWlJmLm5286Q05hCVHhgTzQq7lk55GRqY+0a9eOhISECtvXrFlDm2rcI24or5Dy0QRlc9GXRafTodPprP/nFXg+Xvdcpp6QW25h7l9nmXZn10r37RgeyGf/iOHC1QJGdal+WudxQgp0eZoGffuiUCgouny52m25RFGuaM53MprDKznzF6x9m8kd1Mw92dHuLmUzH44TUsBJC4SnIyTGR8WKTo1uhjrWRKhkVTw9pC0Gk5kR0WFyGKWMjIeZOnUqzz33HBkZGVanxw0bNjBr1izmzJnjcns3hMLQuHFjVCpVBWtCenp6BatDTXH+WhHqwEAW7bzITa0aMbZ7xSe9sgpNbDcPlVA2mTDp9agDAlAHej7tqg1mE3zRDzJPwIvHILhZlYf4aDV88V4cPt7mkHRiDaQdJSq4dZW7SvHE7Ugu3nBTl5IGflreGdO50n28ds7UMrJc7CPLpZTHHnuM4uJipk+fzvvvvw9Aq1atmD9/Pg8/7Hr67BtCpddqtfTs2ZN169bZbF+3bh39+/evlT7deVMznvp/9s48vIlq/eOfpOm+UWhpKTtl38u+yiKrAi5cQPGicBVEVOSi/ry4sCiLXrmKoLKIwhXEFUHggizKvrdQZClbaSndoWuaNkmTzO+PkDRt0zZpkiYt83mePNCZM2fO+c6ZmXfec857BkUA8H+/XOBySm6J/X8l5fD4lydIySm0+7k1cjkAbgGVLxFrE1K34nUk0q9YdIiHh4xpEwbi4UpTnlRyuLId0K9OaRiDYDr90R5U5GWoii6FsevKTJ+s6TMmzOGSbcYFEHUxj6hLSV566SWSkpJIT08nLy+PW7duVclYgFpiMIDe9bJ+/Xq++eYbYmNj+ec//0liYiIzZ850SnnyFUp+/OJ7+kfURVmk48VN0WQr9LHN4+8pmLbhLBfu5LB87zW7n1tzP3a4wz0MAOPXw5u3oPWIytOi16XbmAXkK5QOLpgVHFwG+elQpyn708LK7LZ1LACYf7mb4gq6mI5XqO6gTRXhCtq4IqIu5hF1MU9ISAh+fn425VFrTLBJkyaRmZnJ+++/T2pqKh07dmT37t00beqcsMo6QeBqXCo7Hu/AMxuiScwq4JXvz/Hhk52Z8vVpMhVqOjYM4P3HO9r93LOuHuLbNm1o765xfMS++hWvoFkanSAQG5eKThAcVCAruXUYTt+fevvoJ6jW/lTpjAZH4HK6OAhBENDoBLPLtJfHg6KNtYi6mOdB16Vbt2788ccfBAUFERkZWWGk4HPnzlmVd60xGABmzZrFrFmznF2MEgR6u7Pu2e48+eUJjt/M5KGPDyII0KyeDxun9cKvkhUoq0LYPb2BkBrckGq5ZVT5sHceJJ6GQf8Hnf5mn3xz7sCJVaC4C80GQM/n7ZOvgcTT8P3TIOig8yRoNQz4yaJDnTW2oDwvhTUGTmVld5SBKQgCS/4Xy827+az5e3e83N0cch4RkQeZxx57zDio//HHH7dr3rXKYHBV2oYFsObv3fnX1r9IyVUS7OfJt//oTbCfZ+UHV4GQrHTctBpUnt7k+NtvASWzCAIc+wTiDkFuImx9HjKuQJtH4cACCO0APV+AYCtjXeh08Ot0SDyp//vyr+AVaD9jJCUGvvubPuhUxFAYt8opRkB1r9lgro7VtRDWigM3WH8sHoDjN+/xcDvnDEgWEanNLFiwAACtVsvgwYPp3LkzQUFBdslbNBgchI+XBzu+eg0fL/1aEA+1DuHPNwbz59UMujSuQ8M63g47t0ynpX5WGqkhjUgNsd+gPbNIJBDUDNo+CoIWzqyDo/+Bo58Agn5Fy9NroPkgCI/Et+lD7Fg3W6+LIJScimm6JkXMZr2x4O4LbR+Biz/D7jeg9Uj9FE5byIiFTU+AKg+a9INJ34HMduPN8OKtyniH0u2ltvHVkVt89oc+3smCse2tMhZquzZVRdTFPKIuetzc3Bg5ciSxsbGiweDqyGRuDB9QcrqYl7sbj3SqepwFawi7l0JqSCPSgx1sMAB0MxlxG94Nds4GrRqaDQQPP7j+O8QfhvjDuB1fwfCH3gRZR0g5D/Va6tNc2Q5/fADP/AyeAbDvPX1+Q96GPi+Buw/0mGa7sZAZB98+BoVZ+rJO/hE8fEokceT4hSeEFLMGhbn2UlvYcjqRJbv1a0W8MaI10/pXPnXVlNqsjS2IuphH1KWYTp06cevWLZo3t+6eK49aM0vC1cjLL6R+j9nk5dt/2mRFGL5yg7MzALhbp2prUlSZrk/D9IMwbhX8/VeY/AO8FgMjl0LXvyPIvBn0wTW9LuGRkJeqP+7cJsiKg71v68dDKHMgrBP0nqmfvjlupT59aTQq+Otn/UwHlbzisuXc0RsL+elQvwP8fSt42Wfqqa1ufVvaS3VEZKwq288n8872iwDMHBTBy0NaWp2Hs+4lV0fUxTyiLsUsWbKEN954g127dpGamlpyDaU869dQEj0MDkTuxGk9BoPhXpD1K15ag7mv5SeEFAgzmf0R1Az6vgyAfMC7nPluQfG+kNb6f0ct0weBum4IYyqBMZ/pF7kqTeoFvaeg5cPw1cOQeT+0d8p5ePp7vYEB+i6PC99Dx7+BzAPuXYf8DKjXiqbrWpKx6l/GLC194Rvra8fIjQYc1V6qe5yEgWtpcl7/+QKCAM/2bcpbo9pUOGK7Ipx5L7kyoi7mEXXRM2rUKADGjRtX4t4zBA3Uaq2LciwaDLWUYoOhmj0MleFVx/z2kDYw9F04vgLUBdD/NWjUvWy65Gj4egS4eUDHJ/XGgk89UCvgxl74YxEMf19vLOx7F05+Dlf/B5M26w2Mv2+Fui3I+HKRY+vpJMrr8nCkoVMef17NQKsT6BdRj4VjO1TZWBAREakaBw8etGt+osFQSwnJzqBOXibB2RnodAJSaQ14WA+cq/9VRINIaNIXvOtA31fBtz6EdwVtkX6GxvHPIKARZN6EM2v1x7QYXDy4svnAMlkaIzo66GXqil0F1cG5xGwAhratXzPan4hILaGgoIA333yT7du3U1RUxLBhw1i5ciXBwcE25SsaDA7C19uT6B0L8fV2zNTJyvAvkLNgtd7lLv3hTaeUwRw26yKV6gcquvvojYBhJt0bGbFwdDnsManvmBX6wZJWYAjhXNHgR8M+c8aAtQaC4es/+npUtbcXR02pFASB8/cNhsgm5XiVLMTZ95KrIupiHlEX/dTKjRs38swzz+Dt7c2WLVt46aWX+Pnnn23KVzQYHIRUKqFRgyDxy6oUdtHFw9f89iHvQFEBXN6uH7MweB50eapEEu92M/QvezPehC1Xd5V42dtzHQlLqE3t5U5WIffy1bi7SegQHmhTXuK9ZB5RF/OIusCvv/7K119/zVNP6Z9/zzzzDP3790er1eLmVvWAaeIsCQchVygJ7fmaSwy+ERwUIrUqgY4cqotUqh88+XosvHahjLFgiisu0mQvXSrycFRXvQ3dEe3DA22O6OhK95IrIepiHlEXuHPnDgMHFne/9urVC5lMRkqKbd2jooehFnO86yD293uUmB2XWfSY/desqKmYrhVR0Qv0QR17YA/8PGX0aVGXbk3sEzBGRETEcrRaLR4eJQNXyWQyNBqNTfmKBkMtxk2nJdc/iNPf/Y9tj49w6Rdgafd/dZa1xLLT7WZUW6jk2syw9qEMay+GfhYRcQaCIDB16lTjmhIASqWSmTNn4utb3KX766+/WpWvaDDUYjrcvMCcb5cYp1i6It7iC1pERETErjz33HNltv3973+3OV/RYHAQ/r5epJ/9DH9fL+eVoUCOf0El0Q+rGVfQBUp5FVyE6tDF0fVWabR8deQWT/dqQj07La7mKm3G1RB1MY+oC2zYsMEh+YqDHh2ETieQlJqNTlf71mT3bjejyis7GnTxaf+iMY/qXiXSloF/pmGYbe02udyiE9Hte/OEkMI4TZJd24uzQkX/ei6Z5fuu87c1J+022LY230u2IOpiHlEXxyEaDA5CUaii+7iFKApVTi3Hke5D+W3IBOQ+FS/atE0SXuJnKdZ+sRp0cRau0P3xhJBCk4RLfDNxNj8+Pp2ohCyHtZfqXmeicZAPnRsF8vc+Te0W2dFV7iVXQ9TFPKIujkPskqjlHO4xnKw6wXS5Fl1uGu92M9hSjWV6UFFrdPwRm87oTg2IbBzE5N5NCPByx9/L3Wx6R0aftJQMuZL6/pa7dge0CqZ/y/5oxa87EZFah2gw1HL8Fblk1Qkmz9e24DkVUToyYnkeCmfO0jDt9nCWcfTR71f5+lg8s4e2ZO6INnzwWEfjV7irrKyXlF2AVCKhQaAX+SoN/T/8k2b1fPWzHtrVp2vjINwqCYgjkUiQuT24QXNERGorYpeEA3GFQTcBCv0SpnLfsss42zIWwdFY2zVSVapr8OPNjHw2nkgAoFMjfahkg7FgqKcrtJdGQT6E+HsiCHAxORdBgBsZ+aw+FMf41SfpteQAb/58gd8vpaFQFc/p/iM2nS8O3kSuLHJIuVxBG1dE1MU8ztblyJEjjB07lvDwcCQSCdu3bzfuKyoq4q233qJTp074+voSHh7Os88+WyaoUnZ2NlOmTCEwMJDAwECmTJlCTk5OdVelBKKHwUEE+HmTEbXS2cXAX5ELQJ6f4zwM1hDg5+3sIjiFpbtj0eoEhrWrz3CT+ATKIi2XIjpTdPWe2fZi8NpU56wOdzf9d0S/iGCi3xvO4et3OXAlnYPXMshUqPk5Oomfo5PwkEnpF1GPns3qsunkbdLylGh1ArMfbmXX8rjKveRqiLqYxxV0USgUdOnShWnTpjF+/PgS+woKCjh37hzvvfceXbp0ITs7mzlz5jBu3DiioqKM6SZPnkxSUhK///47ADNmzGDKlCns3LmzWutiimgwmCBXKI2uYXeZG95eHhQq1RRpitcM9/SQ4enhjqJAhVanM2738nDHw0NGvkKJThDQaLQcPXudkQM74uXlUcbl7OvtiVQqKRO+1N/XC51OKDNgJ8DPG41GS4FSbdwmlUjw8/VCrdagVJv/svM38TAUKtVm62SOvPzCMnWyBtNoiqZ5aio5r7lyALhJpfj6eKJSF6FSF3/ZWnudrDkn2Oc6nYrP4s+rGcikEmYPblGiTl+2HcnXk9/E99vjuPV6nSFZ1/D28sDbq2SUNlMqa3sGfLw8kMncStTH9Jo8LI8rsS9fIxDq71WiThJgXJdwHukQSq5Cyfk7uRy6fo9DN+6RlF3IoWt3OXTtLgDhgV6M79oAwObrZFondZGGo2evM7BnawL8vMvUCRx7P9mr7VlznSypU668wKiLTOZWK+pkj+ukKFBy4PgVoy621slQVrlcTp5PcZhzT0/PEoGRTBk9ejSjR482uy8wMJD9+/eX2LZq1Sp69epFYmIiTZo0ITY2lt9//51Tp07Ru3dvAL766iv69u3LtWvXaNOmjdm8HY1oMJgQOaZ45cOp4wewevGzzF38Axu3HjNuf+flMbz7yjiemr2aA8evGLd/+f4Upk0YyEOTlhEbl2rc/sPKmTw2vBstB79V4iaJ3rGQRg2CCO35WokypJ/9jKTU7BIzCfx9vciIWsnBU1cZN/0z4/Z2EQ04t2sR3/12klnzNxm3D3v+/9i5fg7bJOEE5OtdWHLfQH73bsYTQkqZOpkjtOdr5dapqpSuqynlrRBpOGZY//bsXD+Hj9ftYckXxWkquk6m6apaTpuvk0RC+Ihh4OVD92B3eo+aZ0w/rH97nkuOw1upQOHjT0J4BIeDWrPvnQ/ZuPVYibEWW67u4vKqNQAWt70dX73G8AEditvefY3N1Uni7k7Yo48Q6ufBhe9/RdBqy68T0DaiAfu/foMPfzrN7ujbFOXkEBMXx8y4i1ZfJ2vupzJ1std1ooL7qQptT6yT8+r04ZrdLP/qd7vXqV37dqApMP69YMECFi4sLq8t5ObmIpFIqFNH31158uRJAgMDjcYCQJ8+fQgMDOTEiRNOMxgkgqNWJqpBJKdl03LIW5zftYjwUP0Fs9kqzVfScshbJJ/8hLp1/JxiaW+ThHOpZRe+Hv8KTVJu8c9Ny3hCSDHWqfRNW/rrs7yvh/Je/KbHm/MwPCyPM+pSHuaOMa2TNV9Edbq8XO55SiO/uNohX0RfHUtg1aFb1PFxZ9/sAXjJigcDukml7PNtzqaxL3CufW+GnvqdsYe3MqowgbqRr5TR4xHVbYd95e29ks6bv16mdagfv0zvVWGdoHq/XHPlhbQc8hY3D35EaHCA6GG4X6e0u7lGXfz9vGpFnexxne5myWnS/3WjLrbWKSU9h8gxCzi/413j+wEq9jCYIpFI2LZtG48//rjZ/UqlkgEDBtC2bVs2b94MwNKlS9m4cSPXr18vkbZ169ZMmzaNefPmmcvK4YgeBhP8fb3K9LF7e3lgrtfd18d8Q/ErNdhGJtO7sMrruze33c1NYna7we1YGg8PGR4e5i+lYQyD3GSWRHl1MuUP/wjjrIbSdaoqVRm/UPoYTw93PD3KTkMsXSdrB3M64jrtu5zG54dvATBvdFvq1/Exm3eHm39xrn1vLrfszNjDW0t0Rxg8L6bxIyxtexWVvfT2M7f17WRQ6xC7tD1Lr5OBiupkeBH5+3k59X6yZ53MYW2d/P30+RiMBaj5dbLPddJvM9UFql4neb7euPH39ycgoOzgcVsoKiriqaeeQqfT8eWXX5bYZy6OiSAIdotvUhVEg8FBSCUS2kU0QOrEiwsQkK8fw5DnG4AtrqQSMxZsGIBXFT2cuTBVVbmSksecH2MQBJjSpymTejYpN23bW5eQ6rSkB4dzr05INZZSjyAIHL6uH4cwqHX9aj9/ZbjKveRqiLqYp6boUlRUxMSJE4mPj+fPP/8sYYyEhYWRnp5e5pi7d+8SGuq8Rd3EaZUOws/Xi3O7Ftnt67yq+BfoDQatzJ1Cz+IvXHtOWSyMXWdxBEVn61Ed3JWrmP5tFAVqLf1b1mP+2PYVpvdRFdDizg0ALkd0ro4iluBqmpwMuQpvdzd6NHO95ahd5V5yNURdzFMTdDEYCzdu3ODAgQPUq1evxP6+ffuSm5vLmTNnjNtOnz5Nbm4u/fr1q+7iGnGowbBkyRL69euHj4+PcTBHaRITExk7diy+vr4EBwcze/Zs1Gp1iTSHDx+me/fueHl50aJFC9asWVMmny+//JLmzZvj5eVF9+7dOXr0qEPqZClqtYYNPx9FrbZt/XFbkWk1+BQqAJD7le9Os2V9hfIoPRVwmyTcqXoYDBtzP3uh0miZuTma5JxCmgf78uXk7sZpihXRIe4vAC637Fwt8SdMOXLfu9CnRV283N0qSV39uMq95GqIupjHFXTJz88nJiaGmJgYAOLj44mJiSExMRGNRsPf/vY3oqKi+O6779BqtaSlpZGWlmZ897Vr145Ro0Yxffp0Tp06xalTp5g+fTpjxoxx2oBHcLDBoFarmTBhAi+99JLZ/VqtlkcffRSFQsGxY8f44Ycf2Lp1K6+//roxTXx8PI888ggDBw7k/PnzvP3228yePZutW7ca0/z444/MmTOHd955h/PnzzNw4EBGjx5NYmKiI6tXIUp1EbPmbyp3umN1YozF4BtYIljTlqu7HGIoVIQr6OFIkrMLScwqIMBLxvrnehDoYz7sc2k63LwAQFzj1hR6eLPl6i6HGDTmKO6OqP7uEEtwpXvJlRB1MY8r6BIVFUVkZCSRkZEAzJ07l8jISObPn09SUhI7duwgKSmJrl270qBBA+PvxIkTxjy+++47OnXqxIgRIxgxYgSdO3dm06ZN5Z2yWnDoGIZFixYBsHHjRrP79+3bx5UrV7hz5w7h4fqvqv/85z9MnTqVJUuWEBAQwJo1a2jSpAkrVqwA9JZXVFQUy5cvNwbE+OSTT3j++ed54YUXAFixYgV79+5l9erVLFu2zJFVrBE0TY3HX5GHm7Z8i9vcrIbqwvSF6Kiv6+padKpFiB87XulPUnYhESF+laZ/QkhhmySckOwM6memklGvAVdbdCDyalSlx9oDhUrD2YQsAB5yUYNBRKSmMXjw4ApXa7VkcmLdunWNsyZcBaeOYTh58iQdO3Y0GgsAI0eORKVSER0dbUwzYsSIEseNHDmSqKgoioqKUKvVREdHl0kzYsSIEtaaKSqViry8vOKfPM/ONXMtnt69kZd/+A8tkuNsymdy2zHVGnGwPKorbHRVaRDoTc9mdS1O/4SQwsPyODrcvN8tUY3jGE74xWK8AAAgAElEQVTdyqRIK9C4rjfNg32r7bwiIiI1D6caDGlpaWVGfAYFBeHh4UFaWlq5aUJDQ9FoNNy7d4979+6h1WrNpjHkUZply5YZ43MHBgbSvq19Q9mCfk7wsP7tcZO6/rhSg/u7PKqy3kR5edYEPZyBm1Rq7JaIjeiEVlI9Opl2RzhzulZF1KR7qToRdTGPqIvjsFrRhQsXIpFIKvyZxsOuDEvmmpZOY3DnVJamvAfgvHnzyM3NNf6uXL1hcXktxdfHk53r55Q7x9cZOCJClzWu/sltxxDc/VUHlKLm4+vjSbPkOHwKFRR4+5HQMKJazmswGB5q5brdEa54L7kCoi7mEXVxHFaPYXjllVd46qmnKkzTrFkzi/IKCwvj9OnTJbZlZ2dTVFRk9BiEhYWV8RRkZGQgk8moV68egiDg5uZmNk1581VLR+iSF1i3voElqNRFfLxuD2/OGG02MEp1cimiMz+NmkLDjDtw8ZZTy1Ib+SnqDrfuKhjbpQEdwqu2yJdKXYSboOPhU7tx1xRRP8u8d8yeJNxTcDuzAJlUQr+WwQ4/X1VxpXvJlRB1MY+oi+Ow2sMQHBxM27ZtK/x5eVk2/7Vv375cunSJ1NTieN379u3D09OT7t27G9OUXqhj37599OjRA3d3dzw8POjevXuZNPv373fqfFWVWsOSL3aVCLvqLGRaDXK/OlysVxw8qCpjEZw1KLI8KhrHYPB8VMcsg1/PJbHmcBwX7uRWOQ9DOxl6Zh8Dzx3Ev0Du8HEaaXlKGtf1pkezIPw8XTeGmyvdS66EqIt5RF0ch0OfEomJiWRlZZGYmIhWqzXOSW3ZsiV+fn6MGDGC9u3bM2XKFD7++GOysrJ44403mD59ujHq1cyZM/n888+ZO3cu06dP5+TJk3z99dd8//33xvPMnTuXKVOm0KNHD/r27cu6detITExk5syZjqxejaFZyi0yDx1Cp1RWnriWsE0SblNESktRFmk5l6hf4KtPC8sHOroCfVrU48ibQ1Co7e9hExERqX041GCYP38+//3vf41/G+akHjx4kMGDB+Pm5sb//vc/Zs2aRf/+/fH29mby5MksX77ceEzz5s3ZvXs3//znP/niiy8IDw9n5cqVJdYYnzRpEpmZmbz//vukpqbSsWNHdu/eTdOmTR1ZvRqDl1qJJrfs1+/ktmPs+vVtGrLZu90MCitI60gMX+Zbru5imyTcoaGkY+7koNboCPH3tNssg1zfQC637Iy/Io8n7JJj+UgkEpf2LoiIiLgODn1SbNy4sdwYDAaaNGnCrl0Vu7oHDRrEuXPnKkwza9YsZs2aZW0RHYa7zI2p4wfgLnO9yHmOxHRGhXe7GSWWaK6NnLqVCei/1m2ZZWDaTmLa9mD7sKdoefuqzeUrD7myCG93N2QWRKF0Ng/qvVQZoi7mEXVxHK7/tKiheHt5sHrxsyVWHqxuSnzxN2uGX4cOuPmYXzGxNlGdsSKKDQbbuiNM20mHmxdomhxH21uXbMqzIhbtvELk+/vZeDzeYeewF65wL7kioi7mEXVxHKLB4CAKlWpeevdbCpXqyhNXA95Nm+LbsiVu/v425VPVgY/mXuKWDkh8QkixqFvBNOx1dVBy/EK9SlJXjGk7Cc69x5zNH/Lwmb025VkeKo2WuLv5yFUaOjas2qyO6sTV7iVXQdTFPKIujkPsvHQQRRotG7ce46N/TTC7Bnt1YxjwKPW0bm6y4QXszNDRrorp+IUWNo5fKNJoy9VYo9Wh1OjIylfTpJ7eQ3Q7U8HZhGwUKg35Kg0Fag0KlRaFSoNCrSFfpaXAuE+/XeYm4fTbw/CUufHLzH6cupVJDysiUjoLV7uXXAVRF/OIujgO0WB4QNCpVAC4WTjl1d5subrLoq6C0p4EU4+Bq42HsNf4hfIQgA/3XGXNYX1I766N67D95f4AnE3I5o2fL1iVn7tbcRndpBL6u3DsBREREddDNBgeELT3DQZrPQyOIv3sZw7Lu7o8IQaDoXdz+32lPyyPI8DPm22ScLpmXGfeZ8XLtOcWFhkjmDas481DrUPw83TD10OGr6cMX083fDxk+Hne/9vD7f52/T5fD1mFEVBFREREKkI0GByEp4eMd14eg6eHa0hs7JLwttxJVzqWgT0HE7qKLlXFnuMXoGx7MXhadr82kLRcJW3D/KnnV2zs9Y2oR98I289bE3C1e8lVEHUxj6iL4xAVdRCeHu68+8o4ZxfDiFahAMDN1zVWJKzpIVsvJuei1ugI9vMkIsR2TctrLxEhfhYtk12bcbV7yVUQdTGPqIvjEGdJOAhFgYqxL6xAUaBydlGAYoPB18s5XRKlvROuoktVaRDoxbzRbZk5qIVdXPyu1l5cCVEb84i6mEfUxXGIHgYHodXpOHD8ClqdztlFAUBbUIBEp0Pt4YnU09M4CNLRGAcxlpruWJ4uOQVq7spVNK3ni4escnvWENXRkdEczdEoyIcXB9lvRUlXay+uhKiNeURdzCPq4jhEg+FBQRCoI88iOzAYN1/fajMYrOHjvVf54qB+RsCE7o34eEIXJ5dIRERERMSA2CXxABGcfRdwnXEMpgiCwC/RSca/d/6VQkGp1eYsHXQ5ue0YJrcdY3HAJ2sRBIE9F1O5mSFHpxPsnr+IiIiIKyIaDA7Cy8OdL9+fgpcLDe4LzskAXMNgKK1Lck4h6XkqZFIJIf6eKIt0HLp21+L8qjPCY4ZcxUvfnWPkiqOotfZxe7pie3EVRG3M4yxdBMG1jWSxvTgO0WBwEB4eMqZNGIiHC03tqWfwMLjAehKldYm+nQ1Ah/AAnuzWEIDdF1OrvVyWkFtYRJfGdegQHoCXu30WuHHF9uIqiNqYxxm6XEnJY+C/D3IlJa/azmktYntxHKLB4CDyFUq6jVlAvkLp7KIY2eTVEPW9e2jkcoedw7A+RGXrRJTW5dx9g6Fb0yAe6dgAgD+vZoDU9Zpo61B/fnu5PzteGWC3PF2xvbgKojbmcYYu/9l/jaTsQj7Zf73azmktYntxHK73NK4l6ASB2LhUdC7kvlNnZJB9/DgFN244uyhldIlO1BsM3ZsGEdekPdqCAhQqDe5BQc4oXrXjiu3FVRC1MU9163IpOZc/YvXdmgdi07mUnFst57UWsb04DtFgEKkWDB4HcyGhC9QaYlP1Xo/uTYOQALlRUdzbu5eizMwSaR01kNEaNHYat2CKq/cLi4h8euA6blJ9zBE3qYQVB5z/4SFSvYidPA8iBjd/FeYpW7IctbV4u7tx6I3BXEjKoUGgPnR1UXa23c9jD3Q6gW4f7Kd+gBffvdCb0ADbF/O6kpLH9P+eRRYQYIcSiojYH1PvAoBWJxi9DDVhiXQR+yB6GByEj5cHO756DR8vD2cXxciWq7uo06sXoWPH4hkW5pQymNNFIpHQuK4PYzqHmz1GIrPernWEYQP62Rx5Sg2JmQXU87XPtf3P/msk5yoZ+tQjLtVeXAVXvJdcgerUxdS7YMBVvQxie3EcosHgIGQyN4YP6IBMZp9R9PZCp9HHNnAzswhVdbj7rdHFPSiIoH79CB4xAo/QUIeWy1Kupem7TiLq+yFzs/32Mf1yu5BeyNX0fJvzrG246r3kbKpLF0Mb1ZaKOWLqZXAlxPbiOESDwUHk5RdSv8ds8vILnV2UEuRfuULGnj0UxMU55fzW6LIm+hd9375EgragoBpKVznX0vUGQ5tQ+ywIZfrlJuh0LN971S751iZc9V5yNtWliznvggFX9DKI7cVxiAaDA5G74LQenVKJoFZX2/miErL4KeoO9/KLQ1Fbqou3upCcU6fIPnqU/DP/MXYzCILgtIGP1+8bDK3D/G3Oq/SXm0Qq5dD1ey73xeYKuOK95Ao4WpfyvAsGXNXLILYXxyAaDCIOQ6HSMOXrM/zfL3/Ra8kBnll/in1XMio/0BRBQJNXHCTmTHwWj39xnKRs53gcDF0SrevbbjDUpH5hkQeTirwLBsQ2++AgGgwPCFuu7tL/RyplQrgPdXr1sigo0paruywKxGSOozfuUVikxd1Ngk6A4zczuZRa/PJPzim06sWv0wnM/+0SF5Jyeezz48Q1agVYvsaErWi0Om7d1S8T3sZGD0NN6xcWefCozLtgQGyzDw6iweAgfL09id6xEF9vT2cXpQTfXdnByS4D8WzQgEuHlptNYxj8aOsgyD9i0wH4e5+mHHlzCP83qg0TezYx6nItLY8A7/LjvZc2BKRSCd9M7UmH8AAyFWpWPzWXa03bVbl81pKQWYBaq8PHw42GdcoOGrWGmtYv7Exc9V5yNo7WxRLvggFXarNie3EcosHgIKRSCY0aBCG18IarLlJCGqFz009TTMx0nFtfpxM4eE3f/TCsXShN6vkwa3BL2jUIMOoSEeJHgJd1C8SE1/Hml5n9GNYuFK2bjKPdhzqi+GYxjF9oFepv03Wtqf3CzsJV7yVn40hdLPUuGHClNiu2F8chGgwOQq5QEtrzNacPvjH1EkxuO4bFo2egvW8wGEb825sTN+/xwrdR3MtX4+8po2ezusZ9pro0rVf+qplbru4y/kp3hXh7uDFnmL474mLzjtW23oRh/IKtMyTEfmHrcJV7ydVwpC7WeBcMuEqbFduL4xANhgeEyW3HIAsMxKtBA+O2H8/esft5tDqBuT9d0C8cBYzoEIaHzP7NrH2DAPzzc5HKZHjUrVv5AXbAOEMitOrjF8R+YRFXx1rvggGxzdZ+HGYwJCQk8Pzzz9O8eXO8vb2JiIhgwYIFqEtN6bt48SKDBg3C29ubhg0b8v7775eJq79161bat2+Pp6cn7du3Z9u2bSX2C4LAwoULCQ8Px9vbm8GDB3P58mVHVa3G4tumDYJJOOj4ewq7L1N75MZd0vKU1PFxZ8PUnix5omOV86rocSWVSmgbr7/GHvXrG7dXZXCmpRhjMNgw4LGm9guLPDhUxbtgQGyztRuHGQxXr15Fp9Oxdu1aLl++zKeffsqaNWt4++23jWny8vIYPnw44eHhnD17llWrVrF8+XI++eQTY5qTJ08yadIkpkyZwoULF5gyZQoTJ07k9OnTxjT//ve/+eSTT/j88885e/YsYWFhDB8+HLkDl3GuaRi8C5JS7vu1R+wbwOmn+16LJyIbMqRtfbzcqxZtLTmkEYtfXEpySKNy07SNvwSAZzVEgVQWabl9f8xHmyp6GGpyv7DIg0FVvQsGxDZbu5EI1bhM3scff8zq1au5desWAKtXr2bevHmkp6fj6akf0frhhx+yatUqkpKSkEgkTJo0iby8PPbs2WPMZ9SoUQQFBfH9998jCALh4eHMmTOHt956CwCVSkVoaCgfffQRL774YqXlSk7LpuWQt7h58CMahtlnOWVBEJArlPj7eiGROH/wTdhz6/EMDS1jMLi7Sbjy/ijcqxjmWFmkZe/lNEZ3bICHTMpPUXf47nQiH43vRNuwsospWarL8/89yx+xGQxrF8r653qYTbPZuyXvzF6BRCLh7t696JRKh3kXtDqBGxlybqTnM6Zzgypd0+f/e5ZD1+5a9TB2k0oY0qZ+uRo8CLjaveQqOEKXqrTR0ji7zdpbF0e8H2oq1TqGITc3l7om/c0nT55k0KBBRmMBYOTIkaSkpJCQkGBMM2LEiBL5jBw5khMnTgAQHx9PWlpaiTSenp4MGjTImKY0KpWKvLy84p/cvm550M8SSErNRmfDjWcvLiXnmvUuABRpBTaduF3lvHfEpPDaDzFMXHsSgIk9GvPby/3NGgtgmS6m6ytU9LXiqywwrmrpaC+Dm1RC27AAxnYJr9JDSOwXrjqudC+5EvbWxVbvggFnt1mxvTiOajMY4uLiWLVqFTNnzjRuS0tLI7TUg97wd1paWoVpTPebHmcuTWmWLVtGYGCg8de+bSsbamYeRaGK7uMWoihUVZ7YwXx64HqJsQulWWNDt4REAqEBnozqaNnql5boYtqHWlmfqDpdH+vBdByDI7DVESf2C1cdV7qXXAl76/LpgevYy38jAae1WbG9OA6rDYaFCxcikUgq/EVFRZU4JiUlhVGjRjFhwgReeOGFEvtKf60ZHsym282lKb3NkjQG5s2bR25urvF35WrtfRgbvhrMeRcMZMhVnLx5r0r5T+jRmGNvDWVqv2ZVLGFJSn/lVPa1osrQeyI8QkL01osNCILA9XQ5BWpNie3Rt7MZueIIv19KrVK+Yr+wSE3g1l1FhQONrUEA4u4+uCuvHjlyhLFjxxIervdIbt++vcT+X3/9lZEjRxIcHIxEIiEmJqZMHiqVildffZXg4GB8fX0ZN24cSUlJ1VUFs8isPeCVV17hqaeeqjBNs2bNjP9PSUlhyJAh9O3bl3XrSvYvh4WFlfECZNx/ARg8BuWlMd0Pek9DA5Mpg6ZpSuPp6VmiG0ReoK2wPjUZw5dtZS+rt7df4uAbg6t0Dnc3KVUc21gGc+U1fGGb6xPV5OSQHxuL+u5duG9sZsiVBPl4WD0uY9meq6w7cguZVEKPZkGsmBRJWKAXOQVqkrMLOXj1LqM6Nqg8IwvqZC0VaSAiYg/+mDsInR2HtEkf4PEmCoWCLl26MG3aNMaPH292f//+/ZkwYQLTp083m8ecOXPYuXMnP/zwA/Xq1eP1119nzJgxREdH4+bmnKW7rTYYgoODCQ4OtihtcnIyQ4YMoXv37mzYsAFpqa/cvn378vbbb6NWq/Hw8ABg3759hIeHG42Ovn37sn//fv75z38aj9u3bx/9+vUDoHnz5oSFhbF//34iIyMBUKvVHD58mI8++siquskVSuOSqO4yN7y9PChUqinSFBsUnh4yPD3cURSo0Jq4+b083PHwkJGvUKITBOT5Svx8PNHcP7b0Uqu+3p5IpZIywUX8fb3Q6YQy7rQAP280Gi0FyuJpqVKJBD9fL9RqDUp1kXG7m1SKr48n529nGscCVEb8PQVnb96lTVhxUKLSdTLg4+VBRr6aUzczGNw6GNn962pJnQy6yPOVZeoUmyY3W17TL+xWIT6oSnkAFNevG/9/PSWbEStPEOznQdS7w8tcp5/Pp1DHx5N+zerg61l80+28lM66I/rBuBqdwKlbWXz+x3UWjutAZr4KHw83pvVpZLyOll6n8upkLaYaNA/yqrDtGfDx8kAmc3NK21Opi0pcJ1vuJ9M2U1vqZI/rZKqLK9ZJ6iZ10nXSlNDF5mf5/bLK5XLyfIqfGaU/PE0ZPXo0o0ePNrsPYMqUKQDGsXqlyc3N5euvv2bTpk0MGzYMgM2bN9O4cWMOHDjAyJEjy83bkVhtMFhKSkoKgwcPpkmTJixfvpy7d+8a9xm8ApMnT2bRokVMnTqVt99+mxs3brB06VLmz59v7E547bXXeOihh/joo4947LHH+O233zhw4ADHjh0D9F0Rc+bMYenSpbRq1YpWrVqxdOlSfHx8mDx5slVljhyzwPj/qeMHsHrxs8xd/AMbtx4zbn/n5TG8+8o4npq9mgPHrxi3f/n+FKZNGMhDk5YRG1fsuo6+dJvhAzrQcvBbJW6S6B0LadQgiNCer5UoQ/rZz0hKzab7uIXGbf6+XmREreTgqauMm/6ZcXu7iAac27WI7347yaz5m4zbh/Vvz871c3htw0kEnVBhd4QBN6mEf3zxJzd//6PSOu346jWi8qSsPXKLwjt3yDt3zuo6RY5ZUKZOgb164RUWChIz5RUEVhy4QTN5Cku+0C+ktcVMPXo/t4qAbt3QKvUPnhLXSSKh2ROPUagVQKdDlZ6OMiUFXVERwX37AKCOu0nurXg8goNZExvLk22DGNUuhOeeW0Lkdz9XWCdz10lfpzCbu0vui8CKAzdIP3rMora346vXnNb2Pl63x3idwD73U8shb9W6OoHt16nlkLdqXZ2g6tdp7ZaD5BeoaDnkLbvWqV37dqApDqe/YMECFi4sLq89iY6OpqioqMRg/vDwcDp27MiJEyecZjA4bFrlxo0bmTZtmtl9pqe8ePEiL7/8MmfOnCEoKIiZM2eWMBgAfvnlF959911u3bpFREQES5Ys4cknnyyR36JFi1i7di3Z2dn07t2bL774go4dLQsaZJg2c37XIsJD6wC2W6UajZajZ68zcmBHvLw8qt3Sjs9WMmbVMazlxxd60u5+YKLyvh6QShnw70PkKTWsnNiZwa2DLa6TQZeBPVtTt46fsU6xaXImrT9bafm2vdSHiHo+xr/NPXi0OgEdEuoFeJe4TgVqDd+dTeb3y+ncyCjbvzq2SziLx7Qp0fZsvU5jvzzJ7ayS194Wmgf7smtW3wfKw6Au0hjbTICfd62okz2uU668wKiLTOZWK+pkj+ukKFBy4PgVoy621iklPYfIMQs4v+Nd4/sBKvYwmCKRSNi2bRuPP/54mX0JCQk0b96c8+fP07VrV+P2LVu2MG3aNFSqknqMGDGC5s2bs3bt2krP6wiqNQ6Dq+KIebZ5+YWE9nyN9LOfEeBn28qG1iIIAi98G1WlOf8dwwP47ZUBFab77vRt3tl2iSZ1fTj4xmCrRv+Xp4sl87/Nze/2bjejRBpL4zBcT5fzv79S+d/FVG5m5NOtSR22TO9T5UBT5aHTCRb1C+cpCmnYZy7Jpz4hwLf89iKVSB64RXWceS+5MqIu5rG3Lra+H+xpMAwfPpyIiAjWrFljfUXsgMO6JEScw5WUPKZuOEOG3PopRVqdwIWkXA5ezWBIW/PTFAVBYOPxBACe69esylMFTTGNu1BZ+Qz9+B0bBtp0ztah/rQe7s8/h7cmOaeQED9Ph6x5IZVKkFowWU0mlYIgIJNKkVUxiJaIiEjtICwsDLVaTXZ2NkFBxUZKRkaGcfyeMxCfTLWM/+y/RoZcZdN86jWHy4/LcPxmJjcy8vH1cGNCj/LDNluDs9dXaFjH2yHGgoiIiEhV6N69O+7u7uzfv9+4LTU1lUuXLjnVYBA9DA5CKpHQLqJBtU4tMv1St6Wf6XR8Vrlf8RtPxAPwt+6NCPBytzrv0rpY6l0wYE8vgyvhjPZSUxC1MY+oi3lcQZf8/Hxu3rxp/Ds+Pp6YmBjq1q1LkyZNyMrKIjExkZSUFACuXbsG6D0LYWFhBAYG8vzzz/P6669Tr1496tatyxtvvEGnTp2MsyacgfhZ5SD8fL04t2sRfr5e1XbOTw9crzyRBZT3FX87U8Ef95etfraKgZpK61KVCIi1MfKhM9pLTUHUxjyiLuZxBV2ioqKIjIw0TvWfO3cukZGRzJ8/H4AdO3YQGRnJo48+CsBTTz1FZGRkibEJn376KY8//jgTJ06kf//++Pj4sHPnTqfFYADRYHAYarWGDT8fRV0qZoCjsPZLvSIMX/EXk3KM2wRB4NP91xEEGNwmhIgQvwpyKB9TXcT1FYqp7vZSkxC1MY+oi3lcQZfBgwcjCEKZ38aNGwGYOnWq2f2m0zS9vLxYtWoVmZmZFBQUsHPnTho3buycCt1HNBgchFJdxKz5m0pM+3Ek9vIumLJoZ/Hc5J+jktgek4JUAq8ObVnlPE11EddXKKa620tNQtTGPKIu5hF1cRyiwVALsKd3wZRr6XJAP/Pivd8uAfD6iDZ0b1q3osMswhAB0db1FWSBtWccg4iIiIgrIw56rAVUtFaBVAKD29Rn3ZTuFud3Oj6L/11M4clujShQa3h5yzlUGh1D2oTw0qAIu5T5y8O37LK+gm+bNuSeOWOXMomIiIiIlI9oMDgIN6mUYf3b42ZBWGZbqMy7oBPgz6sZXE2TWzyroH/LYPq31EdvFASB5/o2ZeOJBD6Z2NXmoEFuUin9H4rk8I1Mm/IBvZfBq0EDFIGBaHJr9niG6movNRFRG/OIuphH1MVxiJEecUykx+qiqhESrUWl0eIps8/o3Of/e5Y/YzPsspSuIAio0tKMXgZLIz2KiIiIWEJNfj/YG9EEcxAqdRGLP9+ByoEDbyydZWCPWQX2MhZU6iKibqTbxVgAfdjVdp1aUhi7rkYbC9XRXmoqojbmEXUxj6iL4xC7JByESq1hyRe7mD11OJ4e1gc4soSKxi6UxjCrwBYvgz1QqTVc37qD5NOfVrhmgjXUhsA11dFeaiqiNuYRdTGPqIvjEA2GGkpNj5AorpkgIiIiUrMQn9g1FDFCooiIiIhIdSIaDA7CXebG1PEDcLdT378pNTlCoiN1qcmIupSPqI15RF3M86Dpsnr1ap5//nl+/fVXAL7//ns6d+5Mx44dmT9/PhqN/SJeirMkqHmjYC2ZGVEe9pgxISIiIvKg4Mrvh6VLl7J06VKGDRvGqVOnePPNN1m6dCmzZ89GKpXy2Wef8eqrr7JgwQK7nE/0MDiIQqWal979lkKl2q75VtW7YMDZXgZH6VLTEXUpH1Eb84i6mOdB0uWbb75h48aNbN++nT179vCvf/2LFStWsGDBAt577z3Wrl3L5s2b7XY+0WBwEEUaLRu3HqNIo7Vrvrasv2DAmWMZHKVLTUfUpXxEbcwj6mKeB0mXlJQUevXqBUBkZCQSiYRu3boZ9/fo0cO4hLY9EA2GGoSt3gUDzvYyiIiIiIjYTmhoKFevXgXg5s2baDQa498AV65coX79+nY7nzitElCr9a6rmCsJpN7NqSS1ZSgKVACcv3wbXx9Pu+S5eM9V1Hl5dskL4L3vTvLO6DZ2y88SHKFLbUDUpXxEbcwj6mIee+uSfv+dYHhPuBJPP/00zz77LE888QQHDhzgzTff5PXXXyc7OxuJRMIHH3zA448/brfziYMegU3bjjPj7f86uxgiIiIiIi7KuqXPMeWJ/pWma9asGbdv3y6zfdasWXzxxRdltm/cuJFp06aV2V5YWIiXl1eF59JqtSxevJhTp04xYMAA3n77bbZs2cKbb75JQUEBY8eOZfXq1fj5+VVabksQPQzAgB4tATj60zwahNSxKS+5QknkmAWc37UIf9+KL/aDhqhN+YjalI+oTfmI2pSPvbRJvZvDwInLjO+Jysu235wAACAASURBVDh79ixabfH4iUuXLjF8+HAmTJhQ7jEBAQFcu3atxLbKjAUANze3MjMgnnnmGZ555hmLymotosEAeLh7ANAgpI7N02by8gsRpFrCQ+sQ4Gef0Me1hbz8QgBRGzOI2pSPqE35iNqUj721MbwnKiMkJKTE3x9++CEREREMGjSo3GMkEglhYWE2lQ8gISGBuLg4+vfvb5HBYS2iwWCCXKE0NjJ3mRveXh4UKtUlRtt6esjw9HBHUaBCq9MZt3t5uBObdZkpW59DMyIFef5yAHy8PJDJ3Iz5GvD19kQqlSBXKEts9/f1QqcTUBSqSmwP8PNGo9FSYDJVSCqR4OfrhVqtQWmy0IqbVIqvjycqdREqdXHQjqrUycNDRr5Cic6k56qqdZLnK/Hz8USer6w1dbLXdTLVprbUyV7XyVSb2lIne10nU21qS51MsaVOBm0KlWoC/LyrXCdDWeVyOXk+xcGgPD098fSseIyEWq1m8+bNzJ07F0kFa97k5+fTtGlTtFotXbt25YMPPiAyMrLCvE3Jysri6aefZv/+/UgkEm7cuEGLFi2YNm0a9erVY/ny5RbnVRHiGAaKA3OYMnX8AFYvfpaX3v2WjVuPGbe/8/IY3n1lHGNfWMGB41eM2798fwqPjG5N2H/CQADPbVOQqL3Y8dVrDB/Qgfo9Zpe4SaJ3LKRRgyBCe75W4rzpZz8jKTWb7uMWGrf5+3qREbWS/ccuM276Z8bt7SIacG7XIjb8fJRZ8zcZtw/r356d6+ew+PMdLPlil011mjZhIN3GLCA2LtW4XayTWCexTmKdHrQ6KW9+B5oC498LFixg4cLi8prjp59+YvLkySQmJhIeHm42zalTp7h58yadOnUiLy+Pzz77jN27d3PhwgVatWpVYf7GOk6dSnJyMl999RWdOnXiwoULtGjRgr179zJ37lwuX75sUT6VIRoMFBsM53ctIjxUP4ahqpb2lvM/oUoJ5LH+/ZHJ3FzC0jbg7K+HXHkBR89eZ2DP1shkbrWiTva6TooClVEbby+PWlEne10ndZHGqE2An7dT63Q76w6rz31JZuE91j66zunXSaPRGrWpW8dPvJ9M6mTQZmjfdvjb4GFISc/Rj4XY8a7x/QCWeRhGjhyJh4cHO3furDCdKTqdjm7duvHQQw+xcuVKi45p0KABe/bsoWvXrvj7+xsNhlu3btG5c2fy8/MtPn+FCCJCUmqW4NV2upCUmmVzXrnyAsGr7XQhV15gh5LVLkRtykfUpnxcSZvkvGSBhQjSRVIhX5Xv7OK4lDauhr20qer7ISEhQZBKpcL27dutPucLL7wgjBo1yuL0fn5+wo0bN4z/j4uLEwRBEM6ePSsEBQVZff7yEAM3PQB4t5vh7CKIiNQKTiedxkvmxdw+c51dFBEXZ8OGDdSvX59HH33UquMEQSAmJoYGDRpYfMzAgQNLhICWSCQIgsDy5csZMmSIVeevCHHQowPQNo5j1u8zWDJsMU3rNHV2cUREROzE2ui1KDVKOtTvgK+Hr7OLI+Ki6HQ6NmzYwHPPPYdMVvI1++yzz9KwYUOWLVsGwKJFi+jTpw+tWrUiLy+PlStXEhMTYzZmQ3n8+9//ZvDgwURHR6NWq5k3bx6XL18mPT2d48eP261eoofBzkglEjw63+C7y5vZf2u/s4vDNon5gTbOQCqR0C6iAdIKRgs/qIjalI8raTOo6SDGtxtP8zrNkavkzi6OS2njajhTmwMHDpCYmMg//vGPMvsSExNJTS0eTJmTk8OMGTNo164dI0aMIDk5mSNHjhjXiLCEjh078tdff9G5c2eGDBlCVlYWjz76KOfPn7d44KQl1IpBj0eOHOHjjz8mOjqa1NRUtm3bZlU4THsvX7r+3HpuZN5gcqfJdAnrYnN+trBNEs7ktmMojF3n1HKIiNQmZu6aydrotUTPiKZbg26VHyBSY3Hl5a2rm1rhYVAoFHTp0oXPP//c2UVBrdbgFteGDwYtoUP9DhRpiyo/6AFBrdaw4eejqE1GZYvoEbUpiyAIxKTFoCgsdClt8tX5fHP+GwDisuK4kHYBZ313ie2mfERtoKCggBMnTtgtv1phMIwePZrFixfz5JNPOrsoKNVFzJq/iUKVmln/m8VjPzxGvtpOU1pqOAZtTKdCiegRtSnL9qvbiVwbyXO/PedS2vh5+LFr8i5+mfALM3bNoOvarsTnxDulLGK7KR9RG7hx4wYDBw60W361wmCwFpVKRV5eXvFPbr8VIA3kqnJRFCnYc3MPJ++ctHv+IiK1HY1O/2W49drPCBJdJakdT4YiA9+lvjRb0YxhLYYxvv14WtZtSYBnAAk5Cc4unoiIw3kgDYZly5YRGBho/LVva79BIQZOp5zk95u/s27MOoZHDLd7/pXhSoMdazKXMy6z4tQKVBpV5YlFSiAIAq/sfqXKx0/oMIFLL10i9/UCJIKUXFWuUwca3iu4R0FRAXmqPKQS/aNz9+TdZL+VzdDmQ51WrgeN00mnmb1nNrnKXGcXxenUr1+/wt/QofZtlw/ktMp58+Yxd27xPOrk9Gy6jVtil7zdpFKG9W/PIy0f5d6b94jPiefj4x/j6+HLrJ6z7HKOmopBGzepc+xUQRBIlifT0L9hhXHdTZn9+2z+jP+TSxmXWD9uvcPK5mxtHMGZ5DOsjV7Lvwb8i0YBjaqUR4f6HVAUqBjWvz3rzq9m8fH3ebTVo+x4eofxpV1dtKrbirjZcSWMlhDfkAqOcDy1sd1UxsPfPoyiSEHXsK78I7LsLAQDD4I2CoWCmTNn0r59e7P7ExMTWbx4sd3O90AaDKVDesoLtBWktg5fH092rp9j/PtyxmX+78D/0T6k/QNvMJTWprpZf249M3bN4OtxX1f4oDHllZ6v8Gf8n4T4OPbF4GxtHMGu67vQ6DTMPzifbx77hvT8dHSCjgb+lQek0eg0JOQk0KxOM6M2r+5+FYCJHSZWu7EA4O7mTougFtV+3oqoje2mInSCjm4NunE+7TwjIkZUmPZB0KZLly40adKE559/3uz+Cxcu2NVgqL2ml5NQqYtY/PkOVPcH2vRq2Ivx7cYzres0p42kdhVKa1PdzNilj3j527Xf+OHSD/T9ui+JuYkVHvN428dJfT2VZcOWObRsztbGESwYvIA/nv2Dl3u+zNqotTT7rBkLDy206NjrmddptaoVYcvDUKrULP58B8uHfUL6G+k82+XZco9TapTsubGHX2N/JbMg0041sQ2VRsXlDPss/lMm71rYbipCKpFyZNoRct7KqdRr9SBoM3r0aLKyssrdX7duXSZPnmy389UKgyE/P5+YmBhiYmIAiI+PJyYmhsTEil8GjkCl1rDki13GBV1C/UL5ZeIvvNHvDYvd4LWV0tpUN9r5WmJfjmX92PVkFWaRocjg63NfG/efvHMSpUZJYm4iGYoM4P469X62r1NfGc7WpjJ0go7CosIy27MLs9lxbYfZY2RSGUObD6V7eHfah7RHqVFyNfMqCw8t5Pebv6MTyh/ImCJPwUvmRbM6zVAXaY3a1PetX2E55x+czyNbHmH8T+PLLVdVOXHnBJ+f+ZxTSaesOu6DIx/QcXVHtlzcYtfygOu3G0fhJnWrNM2DoM17773HokWLyt3fuHFjNm3aVO5+a6kVXRJRUVEl4mUbxic899xzbNy40UmlEnE1pBIpbYPbAiBBwq3sW5xLOwfoB7QN+e8QVFr94MalQ5fStE5TTt45yZPtnmRI8yFkFmRSx6uORQ+r2sT8g/P55OQnvPvQu/xrwL+M21PlqXRf1517BfeImhFF59DO5eYxoMkAzrxwhiDvIFqtaoUECXGz42ge1Nxs+mEthqF4W0GOMgdK9RimyFPY/NdmCosKmT9oPpv/2kzDgIYMbT6UBYMW0CO8B3+l/8W0yGl2qb+BHdd28NHxj5jTew59GvWx+LhVZ1YBPPAeRlu4lX2Lfx//N23qtWFOnzmcTzvP3376G/V86nF2+llnF++BoVYYDIMHD3b5m1GhVpCUl0Sb4DbOLsoDT1ZhFiNbjiTmxRg61u8I6F3gwT7BJMuTkUllZCuz+ev6X/xw6QcaBTTiHzv+QUJOArEvxxqNjtIcvX2U9w6+R+t6rVk3tvZE1vR190VRpOBixsUS28P8wujdqDexd2PLBCj7x2//oF1wO57v9jx1vesikUjo2bAnyXnJzOk9h4yCjHKNBQNSiZS63nXLLJGcWZDJWwfewt/Dn/q+9Zm1exZNAptw6aVL+Hv6M7HDRCZ2mFgmv7PJZ4lKieKlni9RUFTAruu72PSX/utrZMRIeob3pHej3uWWp0NIB8a3G0/38O7lponLiuO3a78xt2/xoOrtk7ZzMeMi/Rr3q7C+1YVWp2Vd9DomdZxEXe+6zi6ORcikMgo1hczdN5fdN3fz6chPic+JJ09l/ynxIuVTKwwGV8Jd5sbU8QNwlxV/hZ68c5IBGwbQNLApt1675cTS2Y+0/DQ83TwJ8g7iXsE9gn2CKz3GnDbVxednPud2zm22xm4lPiee1vVa8/34743egn6N+xH/Wjw3s24SUTcCDzcPdl3fRSP/RgxpPoSfrvxEQk4CCTkJ5RoM+ep8Dt8+XKWHmDO1qYwpXaYwrs04WtdrDUBhUSHjfhjHipEr+Hrc13jLvPF29zamT8hJYEPMBqQSKVO7Ti2RV8OAhnw66tNyz5WrzGX8T+ORq+WcfuE0UFabtsFtearjU3Su35mJHSay8sxKnu38bIkylOZSxiV6re+FTCpjVMtRZBVmMemXScb9u67vIsAzgMz/y0QmNf9YnNJlClO6TCn3HNmF2XRc3RGlRkn/xv2NxseQ5kMY0tx+KwaaUpV2M+23aWz6axPRqdEOnfljT5oENmHR4EXU96nPwKYDaVm3JSf+caLCWSqufE/VWOy2UHYNpqrrnVtKdmG2wEKEhv9pKOSr8h1yjtL8SgPjv15tp9s9/xd3viiwEIGFCNJFUuGu4q7dz2FPen/VW2AhQtCHQcZyLzi4QBAEQdBoNZUefzvndqXXLk2eJvxw8QfhSMIRexTZJUmTpwmDNw4WWIjgs8RHyCooe89kF2YLX5z5Qnh97+tW5//TpZ+M16cyjt0+JmQVZAlqjVoQBEG4mH5ReP/Q+8Lem3vNph+1eZTw3LbnhDu5dwSdTicM+3aY8Nj3jwlv7H1DYCFCq5WthNs5t8scl6fME/7209+Ed/54R8gpzKmwTNO2TxNGbx4tXEi7UGJ7dmG28PaBt4WHNjwkaHXaMsdZ0gbtxdHbR4U6H9YRVp9dXW3nrMk4+v1QkxANBsG+DaKgUCXMfOe/QkGhqsT2NHmazXlbgyMNBp1OJ/Rd39f4YJcslAj/u/6/So8rT5vqYPOFzcLMnTOFs8lnhS/PfCk8/cvTwvro9cL0HdMFFlKtD2xzOFOb8kjKTRLm/zlf+P7i98ZtOp1OOJJwRPjh4g/CX2l/lUj/8+WfhUe+e0Qo0hZZdR6dTiekylNLnPfbmG+Nf5vTRqVRCX5L/QTpIqkQezdWEARBWHV6lcBChHHfjzN7norKZc7wMRCVHCX0WNdDYCHC+uj1Fdal9Dlu59wWDiccFuKz4wX/pf4CCxEOJxw27r+UfkkYvXm0MPzb4RXmWx5VbTe5ytwqna+6KSwqFNZFrRP+vPWnWUOrIux1T4kGQzGiwSDYt0HkygsEr7bThVx5QZXzSJWnCgsOLhB+u/qbcD71vPDFmS+szsPRHgadTiecunNKOJ96XsjIz7DoGIM2E398ShiycYhw7PYxu5fLGmJSYwTpIqnAQoQrGVeM2+f/OV9gIcKas2sqPH739d3C2eSzxi9cW7BHu7GFrVe2CsoiZYltu6/vFliI0Hl150qPzyzIFOp8WEd4aMNDQlRylMXnTc5LFh7+78NCq5WthAK1+bqb0+ZW1i2h3efthJB/hwhanVbQaDXCkiNLhD7r+1TpfqmMQ/GHhCd+eMJqY+iTE58ILESY8NMEYeWplcKPl34sUc+E7ASj0Z2Sl2J1uaxtN2O2jBF6f9VbOJ543OpzOYNL6ZcEFiIELgsUdDpdiX17b+4VVp9dLcRnx5s91l73VE0wGA4ePFjuvvXrKzZyrUEcw+CCRKVEsejwIkJ8QrhXcA8BgbGtx9I4sLGzi2ZEIpFUOECsIo7eOUxqfqrTp5l2CevC9VeuI5VIaVanmXG7YQzCtqvbeLHHi4C+f3rVmVWkylNZPWY1oI/rkJSXxJ/P/mnsoz6VdIocZQ6Dmw3GS+blsLJP+20a51LPMbP7TJLykhjafCgPt3i4SnkdTjjM+J/GExEUweVZl/GU6YOahfqFMr3bdML9Kw8zXte7LqtGr+LVPa9Sz6eexef2dfcl9l4sWYVZnEk+w6Bmgyw6rnlQc668fIVcZS5SiZS5++by6alPebnnyzYHSBMEoUzbHNRskMVlA/1YjGxltjHYU5t6bXi196tl0jWt05Svxn7FQ00fsiiglS2k56ez6/ouALxl3ugEHUl5STQJbOLQ89qCTtAxquUovGXeZa7J+4ff5/id4/w84ecS9++DyMiRI5kzZw5LlixBJtO/1jMzM3nhhRc4dOhQuYGdrKVWxGGoCdxV3OXFnS8yYtOISmd01Petz9SuU3mpx0sMjxjOE22fQFGkqKaSVkxmQSZaXdUjYwoI/Pj4Vr4Z9w1dQrvYsWRVI6JuBM2Dmpd4GL036D02PraRrRO3Gre5Sd1YcGgBa6LXkKfKo6CogM6hnQnxCaFXw17GdEP/O5TR340mVZ7q0HJnFmTyV/pfzNo9i6XHlrL/1v4q55Wr+n/2zjusqeTr49/0hA7SsVMEEQXEithWsWFv79p7WfuuveIulrWja13srruK5WdfC/ZesKMIoqJIkR4gpM77RzaBkAQCBBIhn+fJo8yde+ecM3PvnTtz5kwW7IztIJQIsfPJTvmmT74OvtjVcxeC2wdrdJ1hjYfh4biHsDO207hsc7Y5/un/D15OfglTlinGnhqLI6+OlOp8QLps05xlDhql7A5uC64sgPNmZ9z8dLPM1wCAv178BYvfLTDhzARMbT4V76e/x28df1PKt/r2akw8MxG+Dr5yh9KK4sDzA6i9qTY8rD1wZMAR2BrbwmSlCeqF1tPrfVK87LxwYegFnBh8QulY2zpt0ce9T4VHYS0twcHBoFAoCj97++Jjudy4cQNNmzYFm81G/fr1sWPHjlKVee3aNRw7dgzNmzfH27dvcfHiRTRq1AhpaWny+ERaQWtjFd8x2hxyyucLyG9bTpF8vuIwda4gl9CW0wiCQT5nfdb4ekWH4TSloqYk5lyaQ+ptqkfORp+Vpx18fpCMPDmS3I2/W+y56myjbQ48O0DqbapHZl+crdXrTj8/nay+tZpk8DLkaSk5KWTp1aVk8/3NhBCpc6X3Dm/yLvVdqa5dWts8+fqE3Pt8j5yIOkEmn51MTr89TXL4OeRE1AkSmxZbqrIJkbZPmU9KXHpcqc/XBmvvrCUIBun7T1+FdE1sIxAJyu2H8uOxHwmCQZZcXaKQ3mBLA9IyrKVKh0hVPEp4RBAM4rvTV+kYl88l+57uI0uvLiVuW9wIgkGOvjpaZplLsk1WfhbJF+aT1ymvCYJBWu9uTfgiPpFIJMRitQVh/sYk0anRZS5fn9HW86a074dly5YRT09PkpiYKP+lpKifto2LiyNGRkZkxowZJCoqivz555+EwWCQY8eOlUpOLpdLfvzxR8JmswmTySQrVqwgYnHp/D5KwtBhIJU3R7Xh7gYS/jqccPncCi3nBBwqrMMw4OgAgmCQjfc2ytMGhQ8iCAZZfWu11sopD79e/5UgGGTsqbEVXlZaXhqJz4xXe3zv072k35F+JCIuosJlGXh0IEEwyNKrS8t0fp9/+pB+R/qRmLQYQgip8HZalIdfHpKFVxaSf17+U6nlyrj3+R45G31WwSEwPS9d3pHS1B5CsZCk5qYSLp9LErITFI5FpUQRBIPQf6WTq3FXSd9/+pKs/Cxy8PlBsjhicak+JjRh7qW5hBJMIYsjFpPXKa8VjsVnxpfaJ6Oy2PJgCzkRdYLwhDxdi1KmDkOTJk00vv7cuXOJu7u7QtrEiRNJy5YtSyXns2fPiIeHB6lXrx5hs9lk/PjxJC9Puz5RBh+GQnBz8+VBYhh0GjhsJnj5AghFBUPwLCYdLCYDuXl8iCUFoW3ZTAaYTDqSU7Mxavaf2LtmLIyMWDBiM0Gn05Cdw8NYr0kAAIkAENMkoFIp4ObmK8jA4dCRycsCC8YK6RI6H/EZn1HX1EWeRqVQYGLMhkAgQr6KeOmFY6hn5/BK1OkkxRE/cN8r6ZSTmw/Jf9MoIQGrMdl3MlysXeS26uncB/XNXNCuTnuk5KRg95N9kBAJAmq1hbedD0yN2ZBICL6lZaNb8AxMHxmIDvXboa5NTYhEYjxNeIFrn65iku9PoFIouGxSHz348Qo60ahUGBuxwBcIFUK9qtJpqMdItKnVFrYm1mrrqbBOABTqqTDGHJbaeqKCBrqYA3MaR36emQkHIpEYefkC7H2xGzMvS+etPW080caprVqdMjJzMXrubuxdMxbmZkalbnv3vt6BCd0M9sb24FBNkJ3DK1GnK++uQ0RE8K/ZBgBwYtAJSCQEuTw+srh5qPWHI2hUOp5OjERNk1rIyxfIr6Gu7ZWmnorq1MC8Eea1kAbSEghE8nrKyc2X28bayrRU9SRre7k8xWH3wvUko5GlN0xqSnWSXZ9I6Lg38iFS+IlggKVQbnE61TCqgfGnJuLY23Bs77IT3V2CwGYy4GHjgf4NBsDDuiHqmbhhX4+/YERjYu3dtXiR/AI+Nn4wq1dDY53y8vhy29jbWijp9DHjEwgILFiWqMmpJ5efRqWilnkt8AVC5Ak006m4515576fCOmXmZ2LahQJ/Dy/bxtjTfT/cakiD3mna9mS2ObhhAqytTMusk0xWLpeLbKOCKa+imxgWJiYmBo6OjmCxWGjRogVWrlyJ+vVVb1x27949BAYqbqTVpUsX7N69G0KhEAwGQ+V5hVm3bh0WL16M0aNHY8OGDYiJicGwYcPQpEkTHDp0CM2bNy/xGppAIUTPQyRWAglJGXDpME8hbVT/NtgeMgKTFx/AvuO35emLpgRh8dRe6DluE67ciZKnb/t1OEYPDIB396WI/pAkTz/95wx0buMJW7/pCjfJk9PBqOlgCbtmMxTKvXxuDAIOtgJ4HLBPDQMAMOt/Ba/lJbiYNMSHXQUV7+HsgMizy7E3/BZ+WloQL/zwW6lj0+stO+A5bRKGuAdppNNJiqM8b2GdfIOW4c37gjn54nT6KHqFHke7AAAoKQ5gXQ1C8qNQfEnMQNNeweB3Cwcxz4TZg57IOn8ax6/dwYCLnQEOD/TIlvASB2LJuT+RefSIgk6d/BviTNhMhPxxGiu2ni13PZVGp8L1RBgCEKMcMHr9CzeLhoja7gmKSHpDmxqzkfJ4My7ffo1e40Mh9LkHcYNXAAGeTXqGyFvZFaLT1uXDsDJpDN5nvAfjXgfQPrmUqJOTvQUsF9cBsUoF/VEb0N97KNQTYeaD3+8gQADeYh5u3X+PXuND5ddQ1/b0pZ5kFNZJRtF6qgidZk8KhP0yN2QxP4NxrTtoyU7F6nRPfByr9h2D5K0rqJk1Sq2TiTEL3x5vUdLJ3dkeF49MRfiZx5i9/H96X0++vZaBmGRD2PwmiG3Bc5R1cigofCOFepq1Zw1C3/wGSGiAmAZfcW883rJHSachvVti9+ox5dYpP/YvQJQn/3vZsmUIDi6oAxkXLlxAXl4e3NzckJycjJCQELx9+xavX79GjRrKDsFubm4YNWoUFi5cKE+7e/cu/P398fXrVzg4lOwMa2dnh7CwMPTs2VOeJhAIMG/ePGzfvh35+fnFnK05hg4DCjoMT88uh6OdBYCy97QTUzJRv91cxF77HaYmbIWetoRI8Cz5Ke5+uYO5bWaDRqMq9bTvJ91Cl7+6oFPdzjje/xQAICknEe47XdDQxhNXfrwOI4b0xlHX044wdQYAdOd/wnlWHQxxl760GXQarHymIv3pH2UeYQCK/3p4mhSJMafG4OW3l+hYpxNO9D8FMxMOJBKCxJRM1J3nD48WTBzrfwIN7J0hEomx4uYq5ApzUN/CGcMaDS/3CIMm9VSWL6JLcf9i4Ml+8mO1zGrh1fhohfx7X+3CiTcnMKThcLSt3Q5v0t6glmlNeDk1BFVCV6tTanoOXDrMQ+y132FlYSzXKTU3HWdjTsPO2A49GnRXqVObgy3kYZsjx7yAs6VLiTrli3mYcX4WTkQfx5PRz1DDyFr+lZeTlw8KhYJcYS4Ssr/Ar4630pdrRYwwqKunLC5Pbhs7a7MKG2GgUii4nXgd8Rmf0b7WD7A3cSiXTpncHER8vILO9boo6aStr3FuTr7cNk72lqWqp2xxOtbfXY8MXhY2dtpc7noqj05UhhidDnbGg4T7+KFuJ5zofxpef7ojPjseqzquwmTv6XLHZJlOZ96cQ6+jBR84VmwrpM1Lk9eTzDYfb62FnbV5mXX6mpwJn6BleHp6sfz9ABQ/wlCY3NxcODs7Y+7cufJ9jgrj5uaG0aNHY8GCBfK0O3fuoE2bNkhMTCzRYRIAUlJSYGuremO2q1evomPHjiVeQxMMUxKFMDVmw8xEMbwsh82EqoCzxkaqG4os3dRE8VpmJhwIxUJ0+CsAADDQqx9ca7jK8yTnJCPkZggaWDfAycEn0cyxmfyYmUl9xM2IU7t0iMmkg8lUrkoWs2Aoq7As6nQqmk+GibF0eeBX7lecfHMSDawboFP9Tgp5+SI+XqQ8Ry3zWng++Tn4Yr7CskIajQIzUw4YjwJwZ1uo/Fw6nYZlHRdDQiSgUgoW7RSnU2G9VOm0O3I3rDhWCHQOhLGRsVLewjppor8svZGjBwDA1coVPu9q1gAAIABJREFU54acQwI3QSn/+4z3uBl/E21qt4GHwzh4OLgig5eB+qH1MazxMCxvv1wphDGLyYCpiVQeUxM2OGymXKdvGV/x08WJcDBxQD+vrwCU2569iT1epbzCX/3+gndN6ZB+fFY8zOh11OpkTDNGWJ9d2CTYABOmCQBpCPMR/xsBayNr3Bt7D2bgwMFSGvKbTqepvE556klBHjX3k4kxW/4iMjVhg/5fmN/i6qkoNBpFZboqneZenouXKS9xcdhFuNnXx4k3JyAQC9CuTjs4mDqUSicLUxP09+qjUidNZddUJ1n7KU09ffqWgfX318OSbYndff5UOFaWetJUdlXp97/cx4ME6S6g8dmfYGbCwbNJz2DJsVR5PgAE1PPH3TF3wRPxEJseK9/8LC4rFtc/Xkcrh7ZyXcqjEzdH2rkxNTWFmZmZWnnUYWxsDC8vL8TExKg8bm9vj6SkJIW0lJQU0Ol0lSMSqlDXWQCgtc4CYOgwaB02k4Ftvw4HW8WDhUFjYGLTiTgfcx45ghy8TnkNDoMDOpWO09Gn8cejP+Bq5Yp3094pnasP64yffH2CqRemwsfeB5ETIxWO9TvaD+djzmN7j+2Y5DdJZQyC4mxTuLNQHkQSEcafGQ8CgsRfEmHMVN1hKAuuVq7Inp8NU5ap9O8arkp5RjQZAf9a/vCy85KnPUl8AhqVhg33NqCnW0/4OfopdRrU2YZBZaCLcxdYsC2gjoN9D8KcbQ42nQ0unwu/P/0Qmx6LlNkpSjERknKS8CjhEepb1oenrae8swAApixTxKbHIjUvVXOjVALFtRttE1A7ALXMa8GMJX0xrLy1Ek8Sn+B/g/+H3u69K7RsQghyhbkKdVISxdnmzbc32PJwC3wdfDHOd5zScSdTJ8zznwdbY1uVsScqEyaNie6u3ZEjyMGV4VcAoNjOAgBYsC3QqlYrAEDHegUvxWNRx7D0+lL0bdAP236dWSntpjj4fD7evHmDgIAAlcdbtWqFM2fOKKRdunQJfn5+GvkvVCaGDoOWYTLpGD1QdcMAgB1BO0AIwbwr87D27lowaUwIxAK4WLlgbuu58geVPmLBtkAf9z5wsXRROtbYtjHufb6HXIH6eBGEKlZrGy6fi5TcFNiblDz8Vhx5wjz09eiLRG6i1tdn06g0eWdBHX6OfvBz9EMGLwNhkWFwtXJFdGo08kX5EBMx2u5ri8gJkfBx8FE4T1278bLzwr/D/i22TDuTgrgHpixTsOls0Kl0RCZGorNzZ4W8d+LvYED4ALSu1Rp3xtxROOZq5Yobo26gvmV9nb9AClPSPaVNtvbYqvB361qtwaaz4WHjUaHlRiZGou3etrAxtsGHGR80Pq8420QmRmL74+1oW6etyg6DOdscqzutLrPM2sTXwRfnhpwDAAwKH4SHCQ+xocsG9PPoV8KZytS3rI/2ddujh1t3jPatnHZTmNmzZ6Nnz56oXbs2UlJSEBISguzsbIwcORIAsGDBAiQkJODAgQMAgEmTJuGPP/7Azz//jPHjx+PevXvYvXs3/v7770qXvUS0uubiO0Wbyyq5OTzi02Mp4eYUvxzo1NtThPUbi/ju9CW05TTS5WCXcpcto7hllcUtsZSdUxbyhflEIpEQnx0+pNaGWmTdnXWk4/6OZMz/xsjztPqzNWEsNCPnov5VOr/RtkYEwSCXYi+VS46KJiYthsy4MIOcenuq2Hw3Pt4gCAapH1pfntYyrCWps7EOufXpllJ+TduNJrxKfqV2r4DTb0+TpjubkolnJpa7nMpCm7bRVz5nfSYIBmH8yihVPInibBP5NZIsvLLwu9tkymeHD0EwFGK9qGPo8aGky8EupPffvUnH/R3J229v5ce01W5K+34YPHgwcXBwIAwGgzg6OpJ+/fqR168LlrSOHDmStGvXTuGc69evEx8fH8JkMkndunXJ9u36WWeGEQYtIyEEb94nKjgAqaKrS1d8m/MNRgwj8ES8Ug1D6iOycMJxGXHI4meBSWPi6oer8LCWfpkRQvD62ysImdmowVHeCtvGyAZGDCO9iWipjl1PdiH0QShCH4SCLFOuYy6fi9ffXiMyMRJdXbrCwaTAw/numLtqv9o1bTea4GnrqfZYzwY90bNBT7XH9RFt2kZfcTR1RPTUaNQyqyXfcl0TirONj4OP0khWUfgiPlLzUmHONtfZMyidlw4ahQZztjlufbqFxnaN8UO9H9C6VusSz/3r5V8Kf8ekx6CBtXT5pa7azT///FPs8X379imltWvXDpGRkcqZ9QxDaGgdwaQxYcoyBY1KgwnTBB8yPshD8uorRIMb7/VPr3Fv7D308+iHQ30P4c+eUmcqCoWCVxOiwbzSE65WymFwLw67iNyFuejjruwkpgkfMj5g+oXp2Pt0b5nO15T+Hv1hZ2yHIwNUhy+OTIxEq92tsOPxDlwYegF7eu+RHyvLEP+sf2fBc5snDr04VGaZDWjOrie74LbFDfMuz4OESEo+QUtQKVS41XBT8m2paH448ANqbqyJf2OLn/aqKPKEeeh0oBOs1lgh6HAQrn+8jv3P9yOVl1qiDwMA/NP/H0xtNhWH+x3GgT4HUINTA0Kxckya6sDff/+Ndu3aoXbt2vj06RMAYPPmzUr+EeXB0GHQA/giPly2uMBohZHeOZzJ4Iv4qLGmBty2uOFL9heVeULvh+L/jv8fErIT4GTmhKGNh8K/tr/8uDnLHNRUe9CpygNbDFr5nHsiEyOx5eEWjDk9BvVD62PDvQ3lup46WtRsgaTZSRjkOUjlcWsja9S1qIuaZjW1Ul5sRiyivkWBJ+SVnLkQ9z7fQ+9/emPaeWkAnNcprzXq8FV38oR5iEmPQXx2PBZGLITdOrsKa0vq0FZHJTY9tsR9ImyMbUCj0MDlc7VSZmnh0Dno6tIV1kbW+L3T72hbpy1+8vsJ3V26a3T+4EaDsaX7Fvzo9SOGNxmOiWcnwmqNVbn3A/ne2LVrF6ZOnYqOHTsiNTUVYrF0+aipqSk2btyotXIMUxJaxojNxOk/Z8Dov6U8mvAp6xMkRAIJkaAGR/Od/iqTp0lPkZGfASaNqXb3wpj0GNyOv42WTi3Rv2F/peNlsY2mOFs5Y07rOdjxeAc+ZH5AUk5SySeVkZMUR/QlX1Ue87T1ROSESJWjCc+SnmHFrRWowamBHUGKm8uos83GLhsxq+WsUm9OlCvMxeno07AxsoEJ0wS/3/kd+/vsx+6nu0GhUBDWMwzOVs6luqauqMh2U5T+Hv3h5+gHJ1Mn/HLpF6TkpoBBrRxP9RxBDn6//Ttuf76NiBERGq0cUmebXEEuXLe4ggIK0uelq11lc7jfYbDoLK2tUiotFAoFKzquwPQW0+UOz6XZFbQwXD4XiTmJyBHkoKFNQxgxK6/d6JrQ0FCEhYWhb9++WLdunTzdz88Pc+fO1Vo5hg6DlqHTaejcRv0csipcrVzxe6ff0aBGA73xTC9Ky5otkfRLEmLTY9U+XIY3Ho6WNVuiVU3pUqfo1GjEpMegtnlt/HzxZ/Tz6IdJ/pNUnv/gywPseboHzlbOKLpY8XT0aQBArwa91Mrnbe8Nb3tvNLFrgkVXF2Fkk5FlU1QL7HyyE0uuLcF8//kKuxTmCfNwLOoY6pjXUTpHXbtxsXKBi5XyqpSSaFenHX7r8BuC3IJwPuY8CAgeJDzAnc93IJKI5D4n3wNluafKSi3zWvJt5Pf12YdFaYs02t5bG+QIcrDx/kbkCnNx6f0ldHXpWuI56mzzlfsVRgwjsGisYpfkVvYUiCooFEq5V0fxRXx8zPyIE4NOwIpjBWsjqZ9UZbUbXRMXFwdfX1+ldDabjZycHO0VpGOnS71Am6sksrh5xKbpNJLF1e6mH6VB26sk3nx7Q2b9O6vUG9V0PdSVIBik7d62BMEgjbZ6qbXNkVdHCIJBAvYEKMiRlZ8l3/xHned/RVPUZiWt4pDterjz8U6F9LS8NBJ6P1TlCouKbDdCsZBExEUQkVhEbny8Qf568ZfebjqkCn24pyqLXY93kZNvTpa4S61QLCQSiYS8+PKGmAV1U2kbiURC0vLSKkpUveLBlwcEwSBO653kadpqN5W1OWF5cHd3J6dOSZ8rJiYm5P3794QQQrZs2UJ8fHy0Vo5hhKECKBr29Hvl0vtLoFFo+PH4j/iW9w3e9t4Y0WSExuc3smmElNwU9HTriV5uvWBMM8OsLY9U5vW298by9sv/G3ovCJ+ayJXGcjdiGKmNUUEIQVyGNBJmaTzMK4rD/Q8juH0wbI0Vo69ZcawwvcV0tecVbTd8ER+HXx6GrbEturl2K/OwMZ1Klwe2aVunbZmuoWsq657KEeTg0vtLyBflY4jXkEopszDjm47XKN/y68sRcitE+oc3Dal532BmUlshD4VCgRXHqtjrvEx+ibDIMNib2GNBwIJi85aF1bdXIzwqHEvbLq3QwFe1zWujBqcG7E3sFaLGVpVncUn88ssvmDp1KoRCIQghiIyMRHh4OEJCQrBjx46SL6Ahhg6DAYgkIpUBl+ZcnoMXyS/gbu0OZyvnYoc2VbE2cK3C39k5PMyC6g6DWw03LG23FABwslCHoYF1A5BlpFinv+TcZLhscQGHzkHm/Ewwabqfsyytz4EqEnMSMeb0GLBoLPAWlc7pUR2ylTiqHE8NAGl5aeh/VOp/8zHzI/wc/RDoHFjCWZVPYk7BpkjUNFsk5yajPmoXc4ZqErgJ2PxwM7ztvbXeYbgYexFbHm7BV+5X3P18t0I7DPYm9kidq58O45XBuHHjIBQKMWPGDOTl5WHQoEGws7PDunXrMHToUK2VY1glYQDTL0yH4wZHpJsWbMzCF/HR1KEpbIxscGPUDQxvPByuVsqhkCsLVXOtJynSueXPWZ/BprPhYOqgF52F4kjOScbdz3fxOetziXkJIejq0hUd63XUim9Lr797gfEbA1sfbi05czXFimMlX/+/6OoibHm4pVLLJ4Tg5JuT2PVkV7FRUzd324z309/j3aQ4MK8FwdOmkcLxJVeXYOr5qXid8rrY8tyt3THffz5+8vtJK/IXZtXtVfjK/YquLl2LHVkzoB0mT56ML1++4OvXr/jy5QsSExMxceJErZZh+MzQMsYcFp6cDoYxR7+dyvY83YMOdTugnmU95ApzkSfMw8u6BS9bFp2FPb33QCwRg0al4admZXug7Hi8A65WrmhXt12JtsnKz8K3vG8Q0hSX/8Wmx+JY1DGYscxUytHMqRlyFuQgjZdWJhkrkxn/zsCR10ewPnA9fm5VMJKiyjb1LOvhwtALWitbKJGuT3+T+kZr16wMKvOeMmWZ4s6YO7j8/jIOvTwEPwe/Ci+zMBQKBSP/NxJcARft67ZXO1JlxDBCfcv6EIslKm3zz+t/EJseiwENBxRbXl2LuljVaZXW5C+Ml60XUvNSsa7zOjiZOVVIGcXxvTyLtY0mu1uWFUOHQctQqRTUdLAElVq5qx2KW+pXlOjUaIw9PRYMKgPp89LRvk57eFh7wPgP5fXm5fEJ+JL9BZPPTQYAPJ/0HF62XsXapv7m+kjnpSPUqiAS5Kj/jcL5mPP4lvcNLlYueJjwELHpsbg68qqSnEV9BvSR+pb1Uce8jtKUQGW0m+ODjuPwy8MY2HBghZVREejinurs3FlpH47KItA5EAKxQMFnZf+z/Xie/Bx93fsioE7B/ggy24iJdPtq2WZriwIWITo1Gg1tGla6/Nc/XsdX7lds6V65ozNF0dWzWBdkZGQgODgY165dQ0pKCiQSxVgeKSkpWinH0GHQMtzcfNg1m4HkR6Fqt3bVNVwBF+3qtIMRwwgmTBOM9hkNADiZulmr5dgZ26FtnbawMbKBl61XibaxMbIBX8RHHks6wiAhEoRHhSNPmIdmjs0woOEA/HrjV+QKcxGXEadVWSuLlT+sxMofViqlF7UNIQTnY86ju2t3rS21NWIYqdyESN/5Hu4pbXJs0DGlNDOWGcQSMXKFuZAQCYKvB8PexB4DXYfAYXIAxO6vMKLJCIxoPAJWHCuM8h6lcXmy8NDWRtblXm77NPEpuh7qivlt5svTPmZ+xLUP13Dm3Rksa7cMTeyblKsMTalO7WbYsGGIjo7G6NGjYWdnV2HL8w0dhmqIn6Mfro+6DrFEXHLmcsCgMXBj1A2VxzgeE8B7s0sh7cXkF2DSmDi5SOqbICES7Ou9D9Fp0ZjWfBqW31iObq7d0N+jP+xN7CEbWB93ehzMWeaY4z+n3Ou5K4uSRoQOvzyMYSeHoatLV5wfcl5v43NURYafHI6IuAgc6ndIYdtkXdLXoy/6evQFIPWD+e3mb6CAgv+bNRyUbGkI5QPPD+DA8wMY4z0Gu3vv1vja7BXSregfjHuA5k7NyyXn8+TnEEqEyMzPlKddibuC8WfGw9nSGRvvb8S+PvvKVYYBZW7evIlbt27B29u7QssxdBiqMYWnG3IFuXhTSwD/3JQKH9q3azZDZTqTxpQ7MgJST/6BntLh87PvzmLj/Y2oY14HRwcclb9A+SI+9j7bCwmRYI7/nFLJoarToi9cjruMOuZ10KZWG0NnoZK58fEGEnMS8cOBHyBZKtE7+1MoFEz2m4xcYS7oVDpocQ1wYu0C8JGL2Zdm4/qn64jLiEN9y/oaXa993fa4/vE6ErmJCH8djhY1W6C2uWYrLop2fEd5j4K7tbuC78U433EIqB0AK44VbIy1u+W8ASlubm4QCAQVXo5hlcR3DMdjQqnPETvEI0egHPmrx+EeWDQ2DRdiVDvZFX6Rl4WyyFr4HEdTR4zxHoMRTUYoPMDFRIyt3bdiTus5sDO204qsFUmeMA8Dwwdi/thUCMTqb/B9ffbh48yPFbI23kDxTGwq9Sx3NHXUSWdh68OtcNnsgkURi+RpqXmp8j0mbI1tsa3HNuzvsx8AQAEF7Wq3R3+P/ng+6Tk+Z32G82ZnjaftdvfajWMDj2Hro60YdGwQTr45WS75W9ZsqRT/oYF1A0NnoQLZunUrFixYgDt37iArKwt5eXkKP21h6DBoGVNjNpIfhcLUmK1rUZSITo2GMOASXDa7ICVX0QmmqUNTWGVTkS8qXaCT0rycZbZRx+X3l7G9ZyYu+0obuMQiFU8TnyJPmAdfB1/s7r0bjTr/iaeJTxERFwFAOi8/yW8S1nReo3dfgqrg0Dk4E30G72oJkZCdIE9X1250FeNfn6jse2pR20VIn5uudjqtouGJeHif8R6fsqQ7DnL5XNistQErhIU8oeLDv7BtKBQKUnJTEFAnAF62XhqPMNS3rI/+Dfsj0DkQXrZepd7m+sGXBwg8GCgPsqYv6POzWNvY2NiAy+Wibdu2sLKygqmpqcJPWximJLSMRELwJTEDDerbg0bTrxfY3c93QeGaw9/TXz7tIBuWX91pNdp0/Rt912t33W5hZLZRx+tvr3G5KQ88ptTpUdT4MXx3+WJn0E5MaCodbfhkJ8TgXb6w4FKxB3YVJqumlHZag0KhYHuP7Xg79GdYzy9YDaLP7UbX6MI2lhxLjbZXrggGeQ5Cy5ot5XuOJOcmAwDYdDaMGEYQioWgU+mgUChKtnGt4YqIERFl2uL5l1a/YHbr2aU6R0AnGHRsEOKz4hF8PRg7e+5Um3fOpTm4/uk6VnZcWSkrUKrTPTVkyBBQKBQcOHCgQp0eDZ8vWiaXx0fTXsHI5RW/rawuGO0zGqwLA3FsoLIXdnm3l5ZR3NSDzDbq8K/lj/+7ZoKAl/95NAuZsDayRoMaDQBIRzMc0+iwNrKGXQYNQhrBq5RXiM+KB9tDs5C6ZZVdm4z2GY2WbzgwZRX0/Au3m0vvL6FlWEuFIenqjD7fUxVBbfPaaFO7jXwTLBcrF/AX8/Fu6jsAwC+XfoHRSiOsubNGrW3Kcj8XfclIiAS/3/4dqXnqIygSADuDdmJjl41KkV2L8i79HR5/fYzY9NhSy1YWdNVuVq1ahWbNmsHU1BS2trbo06cPoqOjiz1n3759oFAoSr/8fM1GfF++fIn9+/dj6NCh6NSpE3744QeFn7YwdBiqIboaulfn7CijmVMzDLphimbvpEOIzHsd8W3ON4X9D4z4VHyb8w2r9liDIaZg7OmxqLOpDiQ1P2pV1or2gyAgyOCpHm2JTo3Gg4QHiE4r/iFjoPrApDHhYOoAQBoWOl+UDw69YpcKLoxYiPkR89H1UFeVfk8AwBJR0NWlK2a2nKl2rxcZs1vNxqn/O4WeDXpWhLh6w40bNzBlyhTcv38fly9fhkgkQmBgIHJz1UfuBAAzMzMkJiYq/NhszaZTfH19kZCQUHLGcmKYkigENzcf2TnSmP0MOg0cNhO8fAGEooLlhywmHSwmA7l5fIgLBcdgMxlgMunIzZP2Zrk50p6hEZsJOp0mv64MYw4LVCpFaXMUU2M2JBKi1Cs2M+FAJBIjL1/ZUU4gkO4PULQMvqBgWDI7hwcGXboqQqaT7AXOFwjBYjKUriHTKec/GWXHiuok+1cWUa2oHMXNIZakE8djApIfhYJGLejbKlyfUMCgMkDhmiuky3RSV09FdZLZovA1snN4anUihEAiIUrHVNUTlUKBiTEbAoE0uE5GfgbWDsrE0A2OyF2YC6FQLG8v3Jx8dKnXDScGnYAJ3Uzh2iW1vZzcfEhIQZTMimx7RXWSQaNSYWzEAl8gBP+/OgTKfj/l5OYr2Kaq6FRcPfFFfFz8cAE5oixMaDoBOXmKsu/vvR8rO6wCg7AVbKNtnQa4/h+eJT5HKyd/fOOmwaSGiZJOMjRpe01q+MnrSdUzQtv1JLMNL18AMxNOmetJ1qa4XC6yjQpWlrFYLLBYynEr/v33X4W/9+7dC1tbWzx58gRt26rf/I1CoZQ5SuOsWbMwc+ZMzJs3D15eXmAwFEeYGjbUTgAvQ4ehED5By+T/H9W/DbaHjMDPIf9g3/Hb8vRFU4KweGov/N/07bhyJ0qevu3X4Rg9MADdRkmjJbp0mAcAOP3nDHRu4wmX9vMUHmZPTgejpoOl0ld38qNQfEnMUBi6NzVmI+XxZly7/xa9xoeCUMWQ1IoDpYa0R//XqXuwQMFL7/B/563ddQGy3eBt242BUc+bELRmKem0dtcFLJ7aC4DiKIBMp7aDV2FJoWOFddoJIMLUGUPcg3D47VnAPahAjrdnMcQ9qFhHR5lOgPSrO4wtQZaRBIf+d1eex67ZDHTyb4gxhf6W6ej76Sfc+XUITA5PVtBfppO6emo7eJWSvgDk9XT4v2NPTgcr5TsMaedS5o8hO1a0nmR4ODsg8uxy/HXqHn5aehDiOjEQtsoHRMCL5Bc4eyweK7aelZbfYZ687U1efAC9jheUW1Lbazt4Fd68L3A8q4i2p04nGZ38G+JM2Eys3XVBrhNQ9vupsE4uHeZVOZ0A5XoiNCH4A/cBAHo690O9wUMgsUoFNakmaCmOSH4UCmGGERoX0sk7aCm+Pd6idZ0IxQk3SDxoU55j8dQ6SjotqMuH1ccbmD7jPN69KxgxK66eot38MMQ9qNLqaeG649i9eky568mjoQcgKnA6XbZsGYKDC+RVR1ZWFgDAyqr4nUNzcnJQp04diMVieHt747fffoOPj0+J1weAgQOly89HjCjYTZhCoYAQAgqFArFYOzF3KIQQUnK2qk1CUgZcOszD07PL4Wgn3ZGxor4eZJTni2jZzSXY9Gg9qAm1Id71CQKBCOdYtfED9z0A6QscALrzPyHcvBZGDbTAopFD8OvtZaBkWSB3ZbLCCEPm861gMRk4SXGUX6OwThyPCTj89qz8WGGdZGX9wH0v7zjIOggRps74gfsepsZsGDWUOlMmPwqVl8t7swsikRimXpOR/CgU+aJ82IVKb6rf2oVg6bEtoH1wQ9qRi6BRqbhkXA8AQF7uwJINA1ErhY6TxzLAYTPlIxGycrvzP5VYTzZ+0+XnyGQqKrsxhwWTRpMUOj0Rps7oI0mAREJg0miSwnmafBEJxAKsbFMXYy/eg6eju1a+XM+xaqNzTpy87UWYOqOn8HOV/xqvqjoFHe0KC445dvfajVkXfsZfrw9haZvl+KXFHL3Syfdnc7x3EuJw7yPo4VIw1aBKp1xhLt5mvMKVrv0wL1Jx+FyfdCpaT1+TM+ETtAxPTy+Wvx8A9SMMhSGEoHfv3sjIyMCtW7fU5rt//z5iY2Ph5eWF7OxshIaG4vz583j+/DlcXUve9O/9+/fFHnd2di7xGppQpUYYtm3bhrVr1yIxMRGenp7YtGkTAgICSj7xP0yN2UohRDlsJlTNFBobqW4obBYD1+6/RYeW7qDTC4av1IUmVZVOo1FUptPpNJiZcDC5xQQcjz6KxOd2IISAyaSrvBaLycCFZnkQOycjMe8LLg+/jO7j1inpJOssFCenqmOF/9bk/wDw4Jni2nCZjcxMODADB2y+1L/i6qcIEJtkIKmm0jXoDCCqjgA8pgQcdsGGWYXzWTSZAt6bXWrryeS/aZKy6ARIe++FPa8LH5fVU9GgNkwmHUwmHScpzggAB05W9rgQcwH5onz0dO0lbzf/xl1ADU4N+Dj4wIytXB8l6VRYjuIiSpal7RVFplNRWEyGfJqrMKW9n0yM2RCJxEr3lDbvp6JUhk6qKCzLzTHSJZ0nKY7o9WoTrE1qoINzW3kemU6FbVNROvGEPDxKfIDGdo1hZqTop2CXQQMa1UZjR0+V5RZO+/LtAzoe7ACj/hSsqIR6KmqbstaTbGrD1NQUZmbF+2kUZerUqXjx4gVu375dbL6WLVuiZcuW8r/9/f3h6+uLLVu2YPPmkkP2a6tDUBJVxunxyJEjmDlzJhYtWoSnT58iICAA3bp1Q3x8fKXKkZcvQK/xoSrn5bWFWw03fJz5EfQ33iU6MOaxpD1nY4YxOtXvBFqiZhHcKorCQ4uq2L/GDodX2WNbj21g3O0A6pe6Snla1myJWccsUPMbHX3+6YOz784qX0hDNHU8dTrLAAAgAElEQVRu1HQFRWlWWjxKeITuh7tjyvaB8nZzilkT/Y70Q+s9rfEt95vac/U5OJW2qYx7Sp8Z5DkIm7puQvu67ZWOVYZtmoc1R8DeANz6dAtpeWkIuRmCd2nSFRuzj1kidnosPG09S7gK4GTqBBcrF+SxCYYcH4KPmR8rTGZA9+1m2rRpOH36NK5du4aaNWuW6lwqlYpmzZohJiZGo/yHDx8u9qctqswIw4YNGzB27FiMGyfdXGfTpk24ePEitm/fjlWrFLdv5fP54PMLhr6yudmVKmvRr76yhCiWBfTZ/GAz7n+5Dz87IY5FHYM5y1whX987Jjif2xlTp00tv+CVAEMs7QC5W7uDFu+iMo+tsS0CXnFwowkPt6JPoZtLN42vr0/hoJvYN4GHtQesX3xAVOprEKMc5DMJWtRsgYTsBLlXfGmpTp0JAxWPn6MfUvNSkZmfiWEnh+Hf2H9xOe5yqQNbmbPN8WryK9jPN8Lfr/5GP49+qGtRt2KE1iGEEEybNg0nT57E9evXUa9evTJd49mzZ/Dy8tIo/8SJivFzRCIR+Hw+GAwGWCwWhgwZUmoZVFElRhgEAgGePHmCwMBAhfTAwEDcvXtXKf+qVatgbm4u/zV0L3mOSFNKWjooo7wPddn5Z96dwd+v/sb9hvkYGD4QgYcCIaYUzI+a8qigZtjgr5d/YeT/RoLQSh/QRV8ZcNMEW7ptQYd6HdTmqazYCmXB1tgWUVOi0CqKA/8DLcDvdBosIQW3Rt9C3Iw4mHr+pGsRqy267nQtv74czpudcbZFLr7lfpOHhdYF27pvw9efv2Jo46FoN/8RAGB94HqVeUu631h0FjbssMbwy6bo79G/XHLJ6kjXdVWUKVOm4NChQzh8+DBMTU2RlJSEpKQk8HgF/hwjRozAggUFYd+XL1+OixcvIi4uDs+ePcPYsWPx7NkzTJo0SaMyuVyuwo/H4+H169do06YNTpw4oTXdqkSHITU1FWKxGHZ2ipH/7OzskJSUpJR/wYIFyMrKkv+i3mo27KMpHs4OoBaZKuB4TKiQhj2qySis6bQGvjEF83B8pqIfK+HkYNn1ZTjw/AAIR3txxcuCh3PxX833PHiYMi0FA8MHgrDVy5psIUK6qRita7VW2Ojme8Q2kwYJkcCcXxPiInekNtqMumto2pmqiHZbmo4clUJReU9VZbL52YjLiEOskwC262xhtMJI5e6yMtvInI/LSnF1zGFw5FOfDb4wcTzYHj72Pgg6HISfJ33Djsc7SrxG4eMWuTT0vWNS4fFgdNVutm/fjqysLLRv3x4ODg7y35EjR+R54uPjkZhYsAIjMzMTEyZMgIeHBwIDA5GQkICbN2+iefOy7x7q4eGB1atXY9q0aeXSpzBVosMgo2gDlC0pKQqLxYKZmVnBz7R0jiwlEXl2uVrHJm0ztPFQzPGfgwZfmCDLCMgyAiN+QbWea54LiU0ylrZdinn+80DJKb+u5flqjzy7vNjj72oKkVhDjGNRxyCu905tvvMt8rBuUCYOvThUZlkqG3V2q5/EwJdZX5C64RWyjCv2S1LfvsY0wcSYXap7qjTtsyz2qIxRq0l+k3B79G20fSF107PkWCrsLitDZpvKhAIKqBQqaFQaPtqL5Ju+lZWKsmdp2422IISo/I0aNUqe5/r169i3b5/8740bN+LTp0/g8/lISUnBxYsX0apVq3LLwmQy8eXLl3JfR0aV6DBYW1uDRqMpjSakpKQojTpUBnvDb8kDD+kSnpCH3d2zIWx9FbNazcLqTqtBgW6/0vaGq19aBAA+sSzQ//uQoqaoH42ol0iH6xcGapqVzplIX7Fh22HJwZ2YNDMFA44OgKrVzkUfrLqYbimpzIqQSSAQ6c09VVm41nCFf21/+MayIVgswPNJz1Xmk9mmsqFQKNjRYwfm/mOJvh59K6SM8ral6tRuzp8/r/A7d+4cwsLCMHz4cPj7+2utnCrRYWAymWjatCkuX76skH758mW0bt260uX5aelBhfXBpaEsN0kGLwP7ArNx/8t9hS2T80X5CHjJBjXJSckZUlcUDrSiisYfWDj6mwPIMgJqmvrOXvsXRvg9zBo/t/pZ2yLqhHyBEOsPnoJ9Ok1hCLg6UvQeyBcIVd5ThfPpylelrOWW5jwGjSHfLK4oMttoQ6biUDUS42DqgJZvVX+9l2ckq/C5hf9fWr3UtZuqSFBQkMKvZ8+emD9/Ptzd3bF7926tlVMlOgwA8PPPPyMsLAx79uzBmzdvMGvWLMTHx2vsNPK9IpKIYLXGCqdb56LV7lYwWWmCXd2lkcUsOZaYddwSzOvdq/ULSB/Q5AFKmHwwRBQsabukEiSqeMry4ipqJ312Wq1IsvnZOB51HDcaF/jxfM+2+B6nwr4nhEKhwk8kEiE1NRVHjx6Fk5OT1sqpMh2GwYMHY9OmTfj111/h7e2Nmzdv4vz586hTp46uRatQ6FQ6rDgFIUeFEiH+bZ6H6VO+Yf+z/TqUzEBpoX9ogE3bbfTeiVMfHv7alqEyX8bFdYpkx1JyUzAgfABC+2Vh3uV5uBN/R+kamsisDb2+545KdYFGoyn8qNSKebVXmTgMAPDTTz/hp590vxStk39D0KjUMq/5Ly46nyoSf0nEOXpdtOJGIiYtBoPXd8AXGxE23N+AgXX0a0vgTv4NFeK2G5BCo1LRyb8h8LbsQaj0meLuhZLuE5lt7JrN0JsYGppQ1vuf4zEByc/WoXWt1rj7+S7W3F2j1ldHk3ZTnBylfdaUhrJcm+MxQb5PTFnzyfSVbVhHq6CXp66ZO3euxnnXrFmjlTKrpiV1zJmwmWrDjZYWVV8fRWHSpOGR7U3sEVAnACv21IBTKg0vkl9gyeh0iBq80Ios2uBM2Exdi6CXGBux9No2uvxSLYttNFmjr89fzmYsM0Su9cSM4xaY2WImmjk1U5lPm+1Gn+1REqpklz2DtfUs1jfu3bun0e/+/ftaK7NKjTDoCyF/nMacCZpHH9Q2Frk0jLpohhVD/9s9jqK7oC9FCfnjtK5F0Ev4AqHC7qKVhTYjX56kOAJFdiHUBjLbVDTqvohlLyNN7KTOnrIN3Er7xd3uJQd9u2787689Ssf5AiEsmkzR6KtcpUxlOO97gf+fs6Nsq/uqRnGbWVUUhhGGCmDF1rMKu6VVJhFxETjfPBe1vtGRMjsFa3dag/ZJdYhlXVB421kDBfAFou/SNprOpZf12kDJtvmev4zLS2mfM/rgf1JZyGyjq2exrkhKSkJycnKFXNvQYahidDrYCWHds3G3YT5sjG3gnMgAhWeia7EMlIKq/lDX5Qu+vLatTNmFTW9jyIIk/PPqn0or08D3CSEEK1euhJWVFZycnODo6IgaNWpg1apVKmO6lBVDh6GKMd9/PgCgblLVG4IzUHFU5690fUVi9Q35LIIfj/+oa1EM6DlLlizBhg0bsHz5cjx69AgPHz7EsmXLsH79eixdulRr5Rg6DBXAqP5twKArh3GtDFb+sBJ71trCO04/HX1G9W+jaxH0EgadpnPb6GunQR9sowtoce4AAAu2hdo8unrOfA/IbFMdbLR3716EhYVh2rRp8PX1RdOmTTF9+nT8+eef2LNH2felrBg6DBXA9pAR4LCZOimbQqHAIld/b5DtISN0LYJewmEzDbZRQ3W1Df29B47+ao+Yaeo3x9PVc+Z7QGab6mCjtLQ0NGzYUCm9YcOGSE9P11o5hg5DBTB58QHw8gUlZ6yGTF58QNci6CW8fIHBNmqozrahSyiwNrJWe9zwnFGPzDbVwUZeXl7Yvn27Uvr27dvh5eWltXIMyyorgH3Hb+P3+QN1LYZesu/4bV2LoJcIRWLsO34bgboWRA+R2caAMkKR8pbXBqTIbCMUicHRsSwVzZo1a9CjRw9cuXIFrVu3BoVCwZ07dxAXF4fz589rrRzDCIMBAwYMGDDwHdOhQwe8e/cOPXr0QFJSEr5+/YoePXogOjoa7dq101o5hhEGABKJNLBR4rdMrV3za7L0WglJGfK0NDoLCUkZSKOzlI6pylf0WOH0otdQd6yksorLV5jiZFJ3jaLnFKWk65WmrOKuoUpfTfRSd15xx9TlK8lOsvZSkg3LW/+ayl4Ybbe14v6v6noy2xSnf9H/F77XiqvvorqUxU6a5tPk/i9t/RduN5rIpE5/Te//8rQ7dcfU2akkvUqyJzc3X24jbk6+Sr00QfZekL0n9Ilnz57B29sbAFCzZk2sXr26QsujEG0u0vxOefzyAwIGrdK1GAYMGDBgQE+5dXQB/Lzq6VoMBahUKnx8fDBu3DgMGTIE5ubmFVqeocMAQCQS4dmbz7CrYVbuXb64XC48GnrgTdQbmJqaaknCqoHBNuox2EY9Btuox2Ab9WjLNhKJBMlp2fD2qAU6Xb8G5e/du4c9e/bg6NGjEAqF6NevH8aOHYsOHTpUSHmGDoOWyc7Ohrm5ObKysmBmZqZrcfQKg23UY7CNegy2UY/BNuqpTrbh8Xg4evQo9u7di1u3bqFu3boYM2YMRo4ciZo1Ve90WhYMTo8GDBgwYMDAdwyHw8HIkSNx/fp1vHv3Dj/++CN27tyJevXqoXv37lorx9BhMGDAgAEDBqoIzs7OmD9/PhYtWgQzMzNcvHhRa9emBQcHB2vtagYAADQaDe3bt9e7+S59wGAb9Rhsox6DbdRjsI16qpttbty4gWXLlmHs2LGIiIjAgAED8Mcff2htWsLgw2DAgAEDBgx8p3z+/Bn79u3Dvn378OHDB7Ru3Rpjx47FoEGDYGxsrNWyqke3y4ABAwYMGKhidO7cGdeuXYONjQ1GjBiBMWPGoEGDBhVWnqHDYMCAAQMGDHyHcDgcHD9+HEFBQaDRKn7TQcOUhAEDBgwYMGCgRAyrJAwYMGDAgAEDJWLoMBgwYMCAAQMGSsTQYTBgwEC1RrapkEAggGGG1kBpqG7txdBh+M7Qxx3T9Ak+n4/c3Fxdi/FdUN0edqqQSCSgUqmIiorCL7/8gjdv3kAsFutaLAPfCRQKRdciVCqGVRLfARcvXkRaWhqGDBkCKpUqf8gZUOTYsWM4ceIEnj9/jgEDBmDcuHGoVauWrsXSG9LS0pCeno5v376hdevW1e5hVxRCCKhUKl69eoV27dph4MCBMDU1rRRv8++FiIgI3L9/H2KxGB06dEBAQICuRdIbLl68iKtXr0IsFqNVq1bo37+/rkWqeIgBvSY8PJxQKBTi5eVFDh48KE8Xi8U6lEr/2LNnDzEzMyOLFi0i8+bNIxwOh+zcuVPXYukNL1++JM2aNSMeHh6Ew+GQgQMH6lokvSA9PZ00b96czJw5U56WlJREkpKSCJfL1aFkuicsLIxYWFiQvn37EkdHR9KtWzeSnJysa7H0grCwMGJlZUX69+9PWrduTZo2bUqePHmia7EqHEOHQY95+vQp8fPzIxMmTCBDhw4l/v7+ZP/+/fLjhk6DlPPnzxNbW1ty7Ngxedr48ePJ+vXrSVZWlg4l0w/evn1LrK2tycKFC8ndu3fJ9evXibm5OVmyZImuRdM5SUlJxN/fn3z+/Jnw+XwycOBA0rx5c1KnTh3Sq1cv8uzZM12LqBOuXbtG7OzsyIkTJwghhERFRREjIyPy/PlzHUume27fvk1sbW3J0aNHCSHSzribmxt5+vSpQj6JRKIL8SoUw5SEHmNqago3NzfMnDkTFAoFISEh2LVrFwBgxIgRoFKpIIRU66FlHo+Hp0+fYvbs2QgKCpKnR0VF4fXr11i3bh06deqEoKAgDBo0SIeS6gYul4slS5Zg8ODBCAkJkbeViRMn4tmzZwBQrdvQp0+f8Pr1awBSm2RlZeHXX39FbGwsrly5gv79++PcuXMVGj1PH4mMjISnpyd69+4NAPDw8ICfn598C2UvLy+MGTNGx1LqhhcvXsDDwwMDBw4EADRq1Ag2NjbYtm0bJBIJGjdujOnTp1fJe8owEa5nkP8c0QghcHZ2RmhoKDw8PODu7o65c+eibt262LVrFw4cOABA6nRTnZ38OBwOfvzxR/Tr1w8sFgsA0LVrVyQkJGDq1KlYvXo1MjIysG/fPiQnJ+tY2sqHSqVCJBKhcePGCg8wT09PxMTEQCAQVEsnP9l91rBhQ/j6+mLXrl1ITEzEihUr0KVLF0yZMgVLlixB3bp1cerUKYVzqgMCgQCZmZm4ffs2AKBv3754+/YtuFwu3r17h9DQUKxbt07HUuoGDoeD2NhYnDlzBgDQp08fxMXFgcPhgMlkYtasWQgJCdGxlBWELoc3DCgjEAiU0iQSCRGJRIQQ6fDXkCFDiL+/Pzl48CDJyckhvr6+5MiRI5Utqs5RNSWTkZFBFi5cSN6/fy9PO336NKFQKEpDhtWFxMRE+f9lNjt69Cjx9fVVyJeamlqpclUmMr0FAoHSUPHEiROJpaUlsbS0JG/fvlU41r17dzJs2LBKk1NfiIyMJI0bNyZubm4kICCA2Nvbk3fv3hFCCOHz+WT06NEkMDCQ8Hg8HUta+Tx9+pQMHjyYmJqakh9++IHY2NiQN2/eyI8HBwcTLy8vkpycXOWmJQwjDHpEeHg4Bg4ciM6dO2PMmDH48OEDhEIhKBSK/OuwUaNGWLBgAerVq4etW7eiUaNGSE9PR9++fXUsfeXx5csXCAQC+ZRMYSwsLBASEoL69evLv5zNzMzg7+8PGxsbXYhb6eTl5SEzMxM8Hg8AYG9vDwAKq2uoVCoEAoH8nLlz52L69Ong8/mVL3AFU3jp5MSJE9GhQwfMmjUL4eHhAIAdO3bA398fmZmZ2LVrF7Kzs+Xn2tvbo169elV+dIEUGtkkhMDHxwfHjx/H8ePH5asjXF1dQQgBk8mEh4cHcnNzq7xdACA1NRWfP39GRkYGAMDb2xtr167F48eP0b17d7Rv3x7u7u7y/Obm5jAxMYGJiUmVm5YwdBj0hL///hvDhw+Hm5sbfH198eDBAwQGBuLAgQPgcrny5ZSAtNMwbtw4PHnyBPb29oiJiQGDwYBIJNKxFhXPX3/9he7du+P48eMQCASgUChqH1o0Gg0CgQDr16+HnZ0dHB0dK1nayicqKgp9+vRBhw4d4OXlhf379yMvLw8AFJbi0ul0eYdi0aJF2LRpE2bMmCGf1qlKUKlUREdHw9/fHxQKBe7u7oiPj8eoUaOwaNEiAMCZM2fQo0cPHD16FKNGjcKWLVswefJknDhxAj/++GOVe/AX5sqVK7hw4YL84wSQdhxcXFzQqFEjmJiYyNsOhUKBQCDAlStX4OHhAQ6Ho0vRK5xDhw6hf//+8PX1xaBBg7BlyxYAQK1ateDm5gYrKytkZ2fLpzt5PB4iIiLg6upaNW2js7ENA4QQ6XRDTk4O6dixIwkJCVE4NmTIEOLp6Ul27NhB8vLy5OmpqakkICCAeHl5EaFQSAgh8n+rMhcvXiROTk7E0dGRtGjRgoSHhxM+n08IUfZIzsnJIffv3ydBQUGkUaNGcvtU5ZUlUVFRxNramkyfPp2Eh4eTcePGERsbG/LixQulvMePHyf+/v5k2bJlhMlkVvklYXPmzCG9evWS/52amkp27txJmEwmmTVrljz9999/J3369CHe3t7VYpXEkSNHCIVCIQ4ODuTSpUsqnyMRERGEQqGQsWPHkoULF5Ju3bopPHuq2rC7jEOHDhETExOybds2cuTIETJq1CjSvn17EhcXJ89z6dIlUq9ePTJo0CAybdo0EhgYSBo3biyfWq5qtjF0GPQAoVBI/Pz8yJo1awghhOTn58uPDR8+nLi6upJ79+7J0+Lj40nv3r3ljbI6dBby8vLI4sWLyfjx48nHjx9Jt27diI+Pj9pOQ2RkJAkMDCRBQUFyO8n8QKoiaWlppHPnzmTKlCkK6S1atCA//fSTUn5ZfI8aNWqQx48fV5aYOkEikZABAwaQvn37KqSLxWKyf/9+QqPRyNq1axWO5eTkyNtVVeXt27ekZcuWZMWKFaRbt27Ezs6O/PvvvwodAdk9dfz4cdKkSRPSqVMnMmHChCr/ofLixQvSuHFj8ueff8rT4uPjiYWFBTlw4IBC3sOHD5P+/fuTwMBAMn369CptG0OHQU/o2LEj6dq1q/zvwg+r1q1bk44dO6o8ryo2SlVIJBLy9OlTcvPmTUKI1Hmta9euSp2Gwrx8+VI+olDV7fTs2TPSpUsXcufOHUJIgfPspEmTyOjRo5Xyx8TEkEaNGqkcfaiKbNmyhbi4uJCXL18qpPN4PLJ8+XLi6ekpd+qrLrx8+ZIsWLCAvH79mhAidfAsrtOQkZGh0Cmvyh3wiIgIMnz4cLkTrEzXnj17ku3btxNCFB3Uc3NzFc6vqrYx+DDoGJlfwooVK/D48WMsWLAAAMBkMuVzzMuWLUN0dDTi4uKU5uvp9OoRSoNCoaBJkyYICAgAIQQMBgOnTp2CnZ0dVq5cidOnT0MkEiE7Oxvbtm0DIPX1kPl+VHU7NWnSBOPGjUPr1q0BFMS4d3JyglAoVMiblZUFFxcXPHz4EF5eXpUuqy5o2rQpLC0tsW/fPsTHx8vT2Ww2unTpgoSEBCQlJelQwsqnYcOGmDJlCho2bAgAOHfuHJo2bYqRI0ciIiICYrEYFAoFOTk5yMvLg4WFhYKPQ1UOoe3h4YHRo0fL428UdhbOzMwEADAYDPnz2MjISH5uVbaNocOgY2QNsVGjRpg9ezbCw8OxdOlSAJA7zVAoFJiZmYHNZldp56uSkOlOoVAgEonAZDLxv//9D/b29li9ejX279+Prl27Yv/+/QqbdFX1fTdkug4YMACA9IEl6yDxeDyFF+HatWuxefNmiESiqumUpYZWrVph6NChCA8Px86dOxEbGys/1qBBA9SuXVth1Uh1gEqlwsnJCQDkncpz587B19cXI0eOxNWrV/HlyxeMGTMGYWFhCudW9eeQg4MDOnToIP9bpm9ubi64XK48fejQodi6davCuVXZNlX7s0vPyMrKgrm5uUIa+W8Zk4mJCSZMmACBQICtW7ciLi4OP//8MwAgNDQUjo6O8uVxBqQjK0KhECwWC6dPn0a3bt0wfvx4eHl54fHjx9UqCqasQyTTl0KhQCwWg0ajgclkyr9+li5dipCQEDx79qzKj7gURiAQgMlkYsaMGWAymdi4cSNiY2MxcuRIuLi4ICwsDKmpqfDw8NC1qDqDwWBAKBSCwWDg/PnzCAoKwsiRI2FsbAxAuoqrOiK7p2RLcy0tLWFpaQkA6NKlCz58+ID9+/frWMrKo/o8NXTMhAkTYGNjgxkzZsDW1hZAwdpnKpWKo0ePgslkYu7cuWjSpAnmzp2Lbt26wcLCAra2trh69Wq13qlSduNGRkaCRqOhSZMmYDAYkEgkEAqF4PF4aNGiBW7dugU6nQ6RSFStXoqyDkJeXh5YLJZ8SJTNZsPBwQGrVq3C2rVr8ejRIzRu3FjH0lYeYrEYTCYTn/6/vTMPq6pq2/i9mWUSuRzAieFVkSGmBBEVFBWHxJQcSl8sE9NMccohzfHFnEt9rUvJOVGcQIvMoRQTFOcpcUwUECwFZRLwcLi/P+jszhEcer/k2N7790/Htffpes5i7bXvZ63nWc/t29i0aROmTZsGa2trxMfHIywsDK6urnj06BESExMlnXb7pHjWzD2CIKCwsBBWVlYwNjYWx1FcXBxq166NNm3a4NChQzAyMhKvyQFNf/3+++9o0KCBOOfWqlULpaWl6N27N9LT03Hp0iWdfpM8NR82IU/Gjh1LBwcHzp8/n3fv3iX5Z1R/fHw8DQ0NuXz5cvF+lUrFM2fOMC0tTTaBe0+i6R/tSG1bW1smJSXp3Ddx4kTWrVtXNlkjT6ZqaQI+09PT2aNHDx4/fly8Fh0dTUEQaGlpyZMnT9aonfpGMx5u3bpFOzs7jh8/XrxWUlLCtLQ0Xr58WfIVGLVTiTUZWNrP1JgxY/jgwQPxnvv379PPz4/NmzeXdMT/09D0TUJCAv39/ZmRkSG2h4WFidWD5TLfaKMIhpeM9uQ+a9YsNmnShPPmzRNFw/Hjx1mvXj2uXLlSvK+6swKkfH6Ahmf9xoSEBAqCIEYoa/PgwQMxKlkuD++xY8fENFySvHnzJhs3bszIyEidMbdixQpaW1szLS1NH2bWCOXl5eJvLioq0olYLyoqopGREYcPH67TL1LLj38a2r9z2LBhjIyMFM902bZtG83MzHTmHpLMysrihAkTJP9CfNY8u2PHDlpYWDAmJkbn+ieffMLu3bvLUkiRimB46WinJZHktGnTRNGQm5vLX3/9lQcOHNCjha8G2n301VdfMSoqipGRkUxOTmZZWRkTExN1cqKrQw6iiqx8QQ4ZMoSBgYEkK/suPDycgwYNqvZFmJ2dXdMm1giJiYk6/969ezcDAgL42muvsXfv3ty/f794n9wmdlL3mbp58yY9PDx4+PBhkpWiwNHRkf/973+f+f+Qar9pzxWHDh1ifHw8b9++TZIsKChgy5Yt+dVXX1X53p07d2S74ksqgqHG0K4jP23aNDZu3JifffYZ8/Ly9GjVq4H2wztp0iTWqVOHYWFhDAoKorGxMefMmSP5ZeO/yo0bN2hpaSl6QPn5+VXEglRzwUny2rVrFASB7777Lkny6NGjNDU15YQJE7h8+XIGBgbSw8ODK1eulGWBJG0WL17MQYMGcfjw4eKzVlJSwhs3bujZMv0zceJEWltbs0mTJjQzMxNXMLW3aKpDLs7JkyiCoQbYsWMHfXx8uH79erFNIxq0tyfkTnZ2NiMjI3X22r/44gva2tryiy++ICnPB/VpQmDChAl88803+fvvv+vDLL2iVquZkJDAOnXqcNiwYdy9ezfnzJmjc09kZCS9vb3FmBc5jp3CwkKOHTuWFhYW7NSpk9guly2ZJ9H+3UePHmWrVq145MgR5uXlccaMGbSysuKiRYskXbn1/4PhrFmzZuk78FLqqFQqnD59Gs8XGy8AACAASURBVGfOnBEPIAoJCUFeXh7WrFkDExMTODs7w8rKSt+m6o1vvvkG3bp1Q35+Pt59913Y2tpCEAQEBASAJGbPno2IiAjY2Njo29QaRxAEHD58GElJSXjttdfEaOzS0lIsX74cHTp0gJOTEyoqKmSRRgpU9omLiwvc3Nwwd+5cxMbGwt3dHd27d0d5eTkMDAzQq1cvrF27Fjdu3EC/fv1k0TdPjgETExO0aNECtWrVwoYNG9CgQQO0atVKLNomhz7RRvN7ly5dilOnTqFJkyYYNmwYatWqhY4dO0KlUmHBggWwsbGBi4uLrM4qeREUwfA3U92kbWdnB09PTyQnJyM1NRUGBgaiaHjw4AHmzJkDT09PWaW7PYmmhOyFCxcwdOhQ1K9fHyUlJTA2NkbLli2xfv16+Pj46JSRlQuFhYWIiYnBlClTcP78edy+fRvt2rWDi4sLMjIy8M0336B///4wMzPTt6k1iiAIcHZ2hpeXFw4fPozy8nIMGjRITAE0MDBATk4OLly4gH//+9+ST3vTTrnOzMxEbm6ueG6At7c3KioqMHfuXDRo0AC+vr7i+QJyEA1PiqPly5cjJiYG5ubmCA8Ph4mJCQAgODgYKpUKixcvBgD4+vpKsoLr/4yeVzgkh2bZc/v27dyzZ4/OtYsXL7JPnz5s06YNt27dKrbHxMRIer/5SZ4WnXzs2DH6+vrSyclJZ0kwKyuLjRo14rfffluTZr5ypKWlceTIkXR1dWXz5s359ddfc9myZezVq5cYzCZ1NEvK2pkRZGXAo5WVFSMiInSKtw0cOJBdu3aVfCEpbaZOnUpHR0fWq1eP3t7e3LRpE4uKipifn8/JkyfT2tqaa9as0beZeuHWrVvi5/Hjx9PQ0JAbNmyoEufy8ccfMzQ0VLZbN09DEQx/EykpKWI6182bN+nu7s6ePXvyxx9/1Lnv8uXLYnnmJ9OZ5CAatMVCQkICv/zyS3755Ze8evUqSfLUqVN8/fXX2bRpU65fv55btmzhG2+8QU9PT1n0D/nnS/H8+fPctm0bExMTxQC1R48e8f79+xw+fDhDQ0PZuHFjCoLADz/8UJ8m1wiaftm3bx9HjRrFoKAgLlmyRIx52b17N2vXrs22bdtyyJAhHDt2LC0tLXUCjqWI9jP1zTffsF69eoyNjeXBgwc5YMAAenh4cOHChSwtLeVvv/3GqVOnUhAEfvfdd3q0uuZZvXo1O3XqpJOVFhkZSXNzc8bGxuoITbLqOTAKimD4W0hPT6enpyffeOMNUTT8+OOPDA4O5ptvvlklbTIsLIxOTk6cMGGCbAfjxIkTaW9vz/DwcHp5edHX11cMCk1JSWFgYCAFQWBERASXLVsm9qtcRMP27dtZv359uri40MnJiZaWloyPj9e55+LFi1y5ciVbtmzJc+fO6cnSmiUhIYHm5uacOnUqp06dyk6dOrF58+bMzMykWq3md999x2bNmtHIyIgHDx7k9evX9W1yjbFz506uWrWqiiMyfvx4NmvWjEeOHCFZOV+tXLlSdmmBP//8Mz08PNivXz8dRy4yMpIWFhbcsmVLlZUGuc7PT0MRDH8DZWVljImJYWBgIPv06cOioiKS5MGDB9m2bVv27t1bFA2PHj3i0KFDuX37dtEzkNug3Lx5Mxs3bswTJ06QrFT+JiYmOi/E5ORkdunShW5ubrx37x5JigfOSJ2zZ8/SxsaGX3/9NXNzc3n9+nWOGzeOJiYm1XqFT3pGUqC6Z+Lu3bsMCAjgihUrSJJ5eXm0tbXluHHjdO7bsWMHmzZtKqvso4yMDFpYWFAQBM6YMYOk7jkBAQEB7Nu3b5XvSVU0PC0jJjU1ld7e3gwPD9cRDR988AEFQRDP7lCoHkUw/D/RTGxlZWVct24d/f39q4iGkJAQ+vv7c8CAAezQoQN9fX3FAS2nVC/Nb50zZw4jIiJIVp42Z21tLeY/FxYW8ubNmyTJI0eOMDAwkN7e3rI6hyEhIYF+fn4sLCwU2yoqKhgVFcW6desyKytL536pCU7NOMnIyNDpgzt37tDFxYWZmZlMT09n48aNOWzYMPH63r17xXGi/T2pov13V6vVPHToED08PNimTRtRXGv6csyYMQwPD9eLnfpA0zfff/99ldW3Y8eO0dvbm2+88YZO7M/8+fMlK6D+LuRXxehvRpOeZGJigoEDB2LEiBHIyspCREQEiouL0bFjRyxcuBA9e/ZEUVERmjVrJmZKyKGQ1Pnz55GcnIyysjLxt/7+++9wdHREamoq3n//fSxYsAAjRowASezcuRO7d++GWq1G27ZtsWjRIjx+/Bh9+vRBRUWFWDRHKly7dg0zZ87UaSspKcG5c+dQWloKoLKAkiAIGDJkCGrVqoX09HSd+6UU5a55Js6dOwcHBwfs379fvFZcXAwLCwtcvnwZISEh6NatG1auXAmgsh937NiBa9euAQAsLS31Yn9NcOrUKdy8eVPn725gYID27dtjxYoVuHXrFsLDw3H//n2UlZWhvLwcqampskjbPn/+PMrKyiAIAq5cuYJ+/fph6dKlSEtLE+8JCAjAqlWrcPDgQSxfvhyJiYkAgMmTJ4uF6xSegp4Fi2TQrmWwceNG+vn56aw0PKlc5aBkN23aRHd3d06aNEmnlsGOHTsoCAIFQeC2bdvE9qKiInbp0oXjx4/X2a5JTU1lenp6TZtfI2hqZEyaNElsy8jIoJ+fH6OionRWVrKysti8eXPJHiWu+ZufPXuWlpaW/OSTT6rc88Ybb+ic8Khh8uTJ9PHx4Z07d2rCVL1x4MABCoJAGxsbLlmypMrx2CqViklJSWzYsCGdnJzYuXNnvv3223RzcxNrQ0htRUrDL7/8Qi8vL44ePVqMRdi5cyednJw4dOhQ/vLLLzr3+/v708rKitOnT9eHuf9IFMHw/0S7VkRKSgpPnDhBlUrFtWvX0t/fn+Hh4WLAnpxiFtauXUsLCwuuWrWqyhG05eXlnDBhAk1NTbl9+3bevn2bFy9eZNeuXenj4yOKKTkFOJqYmHDChAliW3R0NAMDAzly5EhmZmYyJyeH06ZNo4ODgyRfippn4uLFizQzM6tyauOFCxdIkpmZmQwJCaGjoyPj4uK4fv16jh49mlZWVrII/Dx16hQHDRrExYsXc9iwYXR1dWWfPn24d+9e5ufni/clJSXR3d2d9vb2OmJdyo5KcXExp0yZwrZt23LcuHHitkxCQgKbNGnCyMhIXrx4Ubz3o48+YmJiomzmmb8DRTD8D1RX9S4+Pp4WFhbi2QtlZWWiaHjnnXdkdZ79mTNn+K9//YtxcXFVrj18+JAqlYoPHjzg2LFjaWpqykaNGtHb25sdO3YUvSApP8TV/ba4uDiamJhw7NixYtvcuXMZEBBAQRDo7e3Nhg0b8vTp0zVpao2Sm5tLb29vurq66rTPnz+fgYGBYhBjTk4O+/btSzc3N7q7uzMsLEzyqZMafvvtN/r5+XHVqlUkK9O0Bw8ezM6dO9Pf35979+4VY4CSkpJob2/PsLAw8ftSdVY0ztijR484Y8YMtm7duopoaNasGbt168YxY8awS5cu9Pf31znXQ+H5KILhBUlKSmJKSkq11/bs2UNBEMR0Js0gLC0t5Zo1axgYGFgl1UnK7N69m15eXszMzBTbvv32W44ePZotW7ZkUFCQmO52+vRpHjx4kKdPn5ZFFbhr164xKiqKCQkJzMjI0LkWGxtLExMTjho1Smy7f/8+v/vuOyYlJen0pxQpKSnhxIkT2a5dO3G1ZenSpaxdu3a10et37txhQUGBTjlrKaOZV7777ju6ubmJWUalpaW0s7Nj48aN6e7uTn9/f44fP575+fk8fPgwGzduzKCgIH2aXiNo5o/i4mJOnz6d/v7+OqLhp59+4pAhQxgcHMz+/ftLfovmZaAIhhcgLi6OgiCwffv2Yi6zNseOHePGjRt12rSrwoWEhDAyMrJGbH0VWLt2LVu0aMGTJ09SrVZz9OjRbNOmDTt37sxJkyaxbdu2bNy4cbVFk6ScNVJQUCCeL2FgYMCOHTuyTZs2XLNmDc+fP8+Kigru27ePFhYWnDhxor7NrVGe9BDbtGnDwMBA2tjYMDk5udp75UhFRQWzsrLYo0cP/vDDDyRJLy8vBgcHs7y8nEePHmV0dLSOQDhw4ABdXFyqCFQpolkpKCkp4axZs6qIhuLiYqrValEkSNk5eRkIpMTCzv9mjh8/jhEjRsDV1RUFBQVQqVT49NNP0b59ewB4ZqaD5tp7772H8vJyrFu3DkZGRpKKaq+O/Px8+Pv7o6SkBCUlJbC0tMTs2bPRrVs31K9fH0ePHkVYWBi2b9+OkJAQfZtbY6hUKqxduxbx8fG4f/8+pk+fjh9++AEXLlzAmTNn0KlTJ7i6ukKtVmP58uX49NNPMWfOHH2bXWNonpdHjx5h4cKF2LhxI3x8fLBz506d6wrAjBkzsG7dOlhYWMDOzg5xcXGws7N76v0lJSWSLqSkeY0JgoAzZ87Azs4Otra2mDdvHvbt24e2bdvis88+g6mpqVhXgjIsvvX/RSk+9RzS09ORlpaGBQsWoHnz5jhx4gQOHz4MR0dHODg4PHPACYKAixcvIi4uDp999hns7e0lP0DVajVq1aqFiIgING7cGCEhIVi5ciVatWoFCwsLAEBWVhaOHDmCQYMGoUGDBnq2uGYgCUNDQ3h6ekKtVuPSpUu4c+cOVq9ejWHDhsHHxwcWFhaIj49HdnY2cnJykJycjI8++gjm5ub6Nr9GEAQBKpUKZmZmCAgIQHFxMc6cOYMrV64gODgYxsbGsimW9DwCAgIQFxcHKysr7Ny5s9rnSPuFaGxsXNMmvjQ0hcU0VFRUAKhMLY2Pj0evXr3QrVs3NGvWDK1bt8bdu3eRlJSEjIwMBAUFiUXIlHH0P6DH1Y1/DL/++qv4+fvvv2f37t0ZGhqqc+iHprhNdculeXl5L9/IVwjN3mB1FBUVsWfPnuzZs6fslpa1D/lau3YtfX19+dZbb+kcMqRSqXj58mWuWbOGly5d0pepekGznPz7778zJyeHJSUlYgDbpEmTZBU4rI12Jta5c+d45coVlpeXc/jw4QwODta5T+rs2rWLI0eOZIcOHbhw4UKduTkxMZGCIIiHwGnml6KiIk6bNo1t27YVY2Hk0FcvA2WF4Sloq9g6deqI7c2bN4etrS1OnDiBI0eOwMnJCQ0aNED37t3h5eUFe3t78V7+ofClvBSoDf9YFjQ0NERqaipu3rwJBwcHAMDDhw9x6tQpjBo1Cnfu3MFPP/0EIyMjWXmMgiCgvLwcxsbG8PDwgKWlJfbv349Dhw4hLCwMxsbGEAQB9erVg4+PD+rVq6dvk/9Wnva3Jgm1Wg0jIyPcvn0bfn5+aNasGXx9fdG6dWvcu3cPO3bsQG5uruS3sJ7nPYeFhaFPnz5wdHSEt7c3pk+fjlq1aiEgIEDyz9H69evxwQcfoG3btigqKsLp06eRk5ODjh07giQuXLiAnj17YujQoQAglu82NTVF69at8cUXX8DIyAihoaGS76uXhn71yquHpmoiWXW1QFuV/vDDD+zRowc7depEDw8P2tnZPdOzlirPSjHdt2+feG3EiBH09/dn3759xUAjuQUcaTzou3fv8syZMywvLxePE+/fv7+ko/01z9L169c5d+5cDh48mDExMToHcmVmZtLGxobDhg3T8aqLi4v52WefSfbwLg1/xXsuLy+nWq1mWFiYLCqVHjp0iE2bNuXWrVvFtgULFtDJyYkPHz4k+fTUSE37O++8w7Fjx+oEPSr8NRTBoMXmzZtpamrKmTNnim3PEg1btmyhIAhs3bq1KBbk8BL8KymmGgoLC5mUlCT2pxzynrXHiub33rp1iw0bNhQLKJWVlXHDhg1s3rw5Bw8erBc7Xzaav/nFixdZr1499u/fn23atKGfnx9HjBjBwsJCVlRUMCEhoUoFVzmME5Jct24draysOGnSJL755pts06YNx48fz7KyMqpUKm7dupUbNmyo8r2TJ09Kvo8eP37Mzz//nEOHDmVeXp74e+/fv09nZ2fxMKZnkZKSQnd3d51DrBT+Oopg+IODBw/S0dGRwcHB9PDw4OzZs8Vr1e215+bmMigoiF5eXrLymP+XFNMnJzQpxy5kZmby1KlTT71maWnJ4cOH63jQZWVljI2NFQ/ckSIZGRl0c3PjlClTxLYvv/ySzs7O4smVclyhI/837/lJD1nqoiE+Pp7ff/+9Ttvdu3dpY2PDo0ePVrn/adVOFf5/KDlKAMrLy7F//34EBQVh0aJF6NevH7Zs2YLZs2cDqNw/VKvVOt+5cuUKVCoVTp48KRYsMTIy0of5Ncbx48cxf/58vP3227C2tsZ//vMfHDlyRLxeUVGBgIAARERE6HxPE5WsQaqpcVevXkWrVq3w4YcfIjk5ucr1nJwcjBw5El999RUEQRD3WDWFy5ycnPRg9cuHJA4dOoQWLVpgxIgR4r58ZGQkBEHApUuXAEgrkv9FUalUOHv2LLp06YIuXbqI88zQoUMhCAIyMzMBVH2GntyDf/K6VNAUgurTpw969OgB4M9YKQsLC1hbW+vMJ9OmTUN6erpO/2jGm1wysl4m0py5/yJGRkYYM2YMIiIi4Ofnhw8++AADBgxAXFycKBoMDQ11KiUGBgbi6NGjMDY2loVYAIDHjx/DwcEB0dHRiIqKgqGhIaKjo0XRIFUh8CLcvXsXI0aMQLNmzVC3bt1qxZSfnx8WLFig009y6DNBEFC3bl1069YNDg4OMDAwAEmoVCqUlZUhPz+/yncok+NhjI2N4ejoiPDwcNSpU0d88ZeXlyMvLw+FhYVVviOHvtFUHa2ueqRGDNSqVQvm5uZi2nHXrl2xa9cuNG3aVOd+OTxjNYXSk39gZ2eHzp07i5+HDx9eRTQ8fPgQK1eurDKA5SAWAKB9+/b4/PPP4ezsjNDQUIwaNUoUDT///LN43+PHjwH8qezlQFZWFgwNDbFw4ULZiyntF5rGY+7RoweGDx8uXhcEQTx0yMTERLx/48aNuHbtmiyi2P8O71mKbNmyBZ6entAk8GmyqZ6koKAAxcXFyMvLw1tvvYVbt27h3LlzMDQ0lNXcU6PobTNEzyQnJ3Pbtm388ssvee/ePXH/VDuC9s6dO5w1axbd3Nw4adIktm/fng0bNpT0Hnx1PGt/dM+ePezWrRu7du3K5ORklpaWsmPHjjx79mwNWvhqoF0t8WnndWjGjlTHkOZ3PXjwQGx7VmyPv78/d+3aRZKcOnUqrayseO3atZdrpJ7RzsR6Wt+Ul5ezZcuWYpXO0NBQurm5ST5W4a/EkuXl5dHBwYG2trZs2bKlrALP9YUsBcPXX39NGxsbvv7666xXrx4dHBy4ZMkS5uTkkNQVDXfv3uXEiRMpCAL9/f1lVbBESTF9Ps968WuLqZ9//pkkOWbMGKamptaUeTWKpi/S0tLo5OTE6dOnV7mmTUlJCZ2dnZmQkMD58+fTzMzsqQGjUuFFMrHIypdhkyZNmJSUxPDwcLZo0ULHqZEiKpWKU6ZM4eDBg3nixAnOnj2bLVu25KxZs8R7tAVTUVER3dzc2K5dO1kFnusT2QmGc+fOsVGjRty5c6dYP/6jjz6ij48Po6KimJ2dTfLPF2JRURF9fX3p6+srq0GppJg+G20P+nliqnv37uzWrRt79+5NQRB45syZGrOzpsnIyKC3tzebN2/+XA9RrVazXbt2dHd3p7m5OU+ePFnT5tYoivf8fHJycnjgwAHx88yZM6uIBu3na/v27aKIkHrfvArI7qTHa9euISEhAZMnTxZPZezRowdyc3Oxb98+FBYWolWrVjA1NUVFRQWio6Nx5coVnDhxQjYBjocOHUJUVBQ8PDxw+vRp3L9/H8HBwWJUv2YPVfPfvLw8fPzxx7CxsUFqaqrk++ny5csIDg5Gbm4uOnbsWG2/8I99+mbNmqF27dpYsWIFbt26hdTUVHh7e+v5F7wcSCImJga5ubmIjo6GpaUl4uLikJubiw4dOkAQBJ2TDCsqKrBu3TrcvHkTycnJ8PHx0fMveHmUl5dj9erVsLW1xaeffgoTExNs2bLlmX2zYcMGNG3aFMePH5f8M6XB0tISzs7O4mcXFxeUlpZi69atYl89fPgQa9euhb+/P9zc3MQsNqn3zauA7ATD9evXsXPnTgwcOBD169dHaWkpjIyM0L59e9y6dQubN29Gly5dYGdnB0EQ4OnpiTFjxsgmdfKvTmwAcPbsWezdu1cWWSOZmZno27cv1Go1rl+//kwxxcoVPKxcuRKnT59GSkoKPD099fwLXh6CIOBf//oXzMzMEB4eDjc3N5SUlOhM9gYGBmI/GRgYQBAEREdHw9XVVd/mv1QMDAzg4eEBe3t7tG/fvtoXoSZ7RBAEmJiYoEGDBliwYIGk556UlBQcP34chw8fhpOTE4yNjXWCFq2srNCiRQs8fvwY27ZtQ0ZGBhYtWoRvv/0W48aNE583OQUV6xW9rm/oCXd3d4aGhor/Li0tFT97e3tzyJAhJHX3y6S6b1gdf3VZUBspLwtWVFRw4cKF7NGjB/fv3y/2i/bS8pNBaRcuXGCjRo0kuTf/Is9EdnZ2teNn586dL9O0fwTV9U1eXp54CqgGqQY6KrFk/zykJ1mfIDs7G48fP4aFhYVYzCcmJga9e/fGoEGDEBsbC1NTU6jVahgaGsLX11fMhdY+DEVOCtbOzg52dnbiZ006XFxcHABg5syZePjwIbZu3YrIyEgdz0eKXpAGQRAQERGB+vXro0uXLvDy8gJQmQZGEjNnzhS9I814ee2115CWlgZra2t9mv63o/mN2dnZuHnzJnJzcxEaGgpTU1OdVQR7e3t88MEHACrHD0nk5+dj2bJlyMrKQsOGDfX8S14eKSkpyM7Oxr1799C/f3/Url1bp0S3pm8EQcC2bdvw6NEjHDt2DL/++is+/PBDcQxJ8VCm8+fPY9asWVizZg06d+4Ma2trjBo1Cps2bcLt27cxZcoU2Nvbi2mmlpaW+Omnn+Dj44OUlBRJr7q80uhZsLxUNm3aRB8fHzo6OrJOnTriWezFxcXcvHkz69aty969ezM/P5/FxcVUq9Vs06YNJ0yYoGfLaxYlxfR/52ke9K5duyTrBWl+z/nz59mkSRO6urrS2tqazs7O/Oqrr8QjeLXHT3Z2NmfMmEFBEFinTh1Jrrhoo3jPz+bw4cNs0qQJb9y4odM+d+5c+vr6cubMmWLZd7VazU8//ZReXl6yCf58VZGsYNi0aRMtLS25evVqHjlyhNOmTaOZmRmvXLlCknz06BH37NlDBwcHOjk50c/Pj61bt6arq6usBqMysT2bO3fu8MiRI9y1axcfPXqkc46CtpjSiIaZM2dy7NixFARBrJEgRe7du0c3Nzd+8sknzMjIYGFhISMjI+nt7c0xY8aIv117bERERNDa2pqXLl3Sl9k1gpKJ9XwOHDhAe3t7/vLLLyQrU2w1TJkyhU5OTjpnudy7d0/JhngFkKRgSEtLo7+/P1etWqXT3qpVKy5evFinrbS0lIsWLeKcOXO4ePFi2TywpDKxPQ/Fg346aWlpdHR05IkTJ3Ta586dy9dff51Tp04VCyeR5OrVq2ljYyPplFINivf8YiixZP88JLkxb2lpCQAICgoC8Odxq3Xr1kVOTo7YVlFRAVNTU3z88ceYPn06JkyYACMjI9mk6OTn58PAwABeXl7iHvuKFSvQt29fJCcnY9WqVSgqKhIzAObPnw+1Wo3U1FTJ7yHev38f77zzDv79739j3759uHPnDkJCQhATE4N58+YhOztbJ67F3t4e6enpsLKyQnJyMl5//XU9Wv/yUalUUKlUKC4uBgCUlpYCAKZOnYru3btj27ZtuHDhgnh/z549cebMGUmnTmp4/PgxysvLxT7R7pvQ0FBs3LgRN27cAFAZGzVmzBicPn1a0hlG2dnZuHXrFu7duye2xcTE4OzZsxg0aBAAiLFkAODr6yv2g1xjyV5J9K1YXhZZWVni57KyMpLk+++/r3P6HFlZplquKMuCT0fxoP/kaVtOfn5+7NChg/hvbQ8xKCiIvXr1IindKP9noXjPf6LEkkkHycq1Ro0aAahcSdCUzVWpVMjNzRXbBwwYgPj4eL3ZqG86d+4MW1tbjB8/HgBgZmaGsrIyAMC8efNQu3ZtLF++HEBlEaG6deuKWQBS9IK0UTzoSjQR/cXFxSgsLERBQYF4bdWqVUhLS8PAgQMBVHqImoJKISEh4liSYpS/Nor3/HRiY2MxYsQIfPTRR/jmm28wcuRIDB8+HFevXoW5uTl69+6NjRs34uzZs/D29kaHDh0QGBiIhw8fYv78+fo2X+EJpDdCn0AQBPFwD7VaLW5P9OzZEykpKXj33Xf1aV6NokxsL46npycaNmwoVirVFlP/+c9/0LBhQyxevBhA5bhq0KABnJyc9Gbvy0CTOpmWlobw8HAEBwfD1dUVsbGxAABXV1csW7YMBw4cQN++fVFWViaOjZs3b8LS0hLl5eWSLsccGxuLnj17omPHjnBxccHGjRsBAN7e3li2bBn279+PPn36oKCgAGVlZaioqMDly5cll2ZbHZcvX8by5cuxZMkSDB06FO3atUN0dDQ8PDyQmJgIoLJEdffu3XH16lWMHDkSYWFh6NevHy5cuFBtaWsF/SJtN/EPNBOflZUVrKysMGDAAFy/fh3p6emS3jfUJjY2FkuWLMGDBw+Qn5+PpUuXYvDgweLEFhUVhT59+mDDhg0wMjKCmZkZLl++jMDAQH2bXiMUFxejoqICJMXJfNWqVejWrRsGDhyIzZs3ix60kZERQkJCcOzYMQDS9KBJimIhKCgIgwcPhp+fH06dOoUhQ4bAzc0NPj4+6NWrFywsLDBy5Eh4eXmhRYsWMDMzw549e3Ds2DFJP1ca73npI7W1tgAABBFJREFU0qVwcXHB3r17MXz4cLRu3RouLi7o3bs3bGxs8OGHH8Lb2xt169aFgYEBCgoKZOE9VxdLJghClVgykmIsmTZyiSX7R6G3zRA9MHToUAqCQF9fX1lFJCspps/m0qVLDA0NpY+PDxs2bMhNmzaRrIzp2LJlC+vWrcu33nqLpaWl4j7z4MGD+dZbb1GlUkk2rTQ3N5ehoaGMiorSae/YsSNHjx6t01ZQUMDJkyczMjKSUVFRTEtLq0lTaxwlE+vFUGLJpIWs5Nt7772Hn3/+GcePH5d8lL+GJ5cFAaBdu3bYt28fEhMT4eLiorMs+N///hclJSUwNzeXRQ0NxYN+OiqVCg8fPkTfvn0B/LlS5+zsjLy8PAB/eohWVlai18w/PEkpo3jPL8aLxJK9/fbb6NKlCyIjI/Vmp8KLIf0Rq0W7du1w9epVCIIg6ZegNsrE9nTy8vIwbtw4DBo0CJ9//jkA4J133sHZs2exbt06+Pj4wNzcHGFhYejQoQPmzp2L3NxcmJub4+TJk5IvmNSgQQNs2rQJzZs3BwCx6FijRo2Qnp4O4M8YoYKCAlnsy2to0qQJ4uPjxReiSqWCiYkJGjZsCHNzcwB/9k1eXh5sbW11vi/FbaxnoS0gn4wlO3/+PDZt2qQv0xT+AtJ8EzwDTRVBqb4En0SZ2J6O4kE/H41YqKioED1EtVqN3377Tbxn3rx5MDU1RVRUFIyMjGTTN4r3/NdQYsn++Ug/3L0a5DKhaVBSTKtH40G3b98eAMTskEaNGonR/poyzNrphHJEU3oZqOwTjZCcMWMGpk2bhk6dOsl2slcysV4MzTNVXl6ORYsW4caNG7h06ZIiFv5ByFIwyBVlYqvKi3rQq1evFlO85CY4NWjGi6GhIZo0aYLFixdj4cKFOHXqlFi5U65UVFQAwDO9Z4VK3nvvPTRr1gzHjx9XxMI/DOWvJDOUZcHq0XjQGlGl7UFHR0fj7NmzsuwXbTQeorGxMb7++mtYW1sjOTkZvr6+erZM/zzpPfv4+Cje81OQYyyZVFBWGGSGsiz4dBQP+sXo2rUrAODo0aNo1aqVnq15tVC85xdDbrFkUkGgZpZUkBXJycl4//33kZaWJvnUyb/K3LlzMX36dFhbW+PHH39UXorVUFxcDAsLC32b8UqiWalSnikFqaEIBhmjTGzVc+rUKfj7++OXX36Bm5ubvs1R+Acip0waBfmgCAaZo0xs1aN40AoKCgq6KIJBQUFBQUFB4bkoQY8KCgoKCgoKz0URDAoKCgoKCgrPRREMCgoKCgoKCs9FEQwKCgoKCgoKz0URDAoKCgoKCgrPRREMCgoKCgoKCs9FEQwKCgoKCgoKz0URDAoKCgoKCgrPRREMCgoKCgoKCs/l/wBVwUr0C63/9QAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 560x402.5 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "apds = [mpf.make_addplot(tcdf,linestyle='dashdot'),\n",
    "        mpf.make_addplot(new_low_signal,type='scatter',markersize=200,marker='^',secondary_y='auto'),\n",
    "        mpf.make_addplot(high_signal,type='scatter',markersize=200,marker='v',color='orange'),\n",
    "        mpf.make_addplot((df['PercentB']),panel=1,color='g',linestyle='dotted')\n",
    "       ]\n",
    "\n",
    "mpf.plot(df,addplot=apds,figscale=0.7,volume=True,style='sas')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "auto says do NOT use secondary_y ... for panel 0\n",
      "auto says do NOT use secondary_y ... for panel 0\n",
      "auto says USE secondary_y ... for panel 0\n",
      "auto says do NOT use secondary_y ... for panel 0\n",
      "auto says USE secondary_y ... for panel 1\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 560x402.5 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# The same plot, with a style that puts the primary y-axis on the left:\n",
    "mpf.plot(df,addplot=apds,figscale=0.7,volume=True,style='default')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
